{ "research_date": "2026-10-07", "method": "Public-source desk research; zero native tests. Inventory mixes screens, dialogs, historical and external surfaces. Unknown is not absent.", "apps": [ { "slug": "calai", "name": "Cal AI", "researched_at": "2026-10-07", "scope": "Public-source desk research of calai.app, Apple ID 6480417616 and Android com.viraldevelopment.calai. No signup, purchase, installed-app testing or shared browser use. Artwork is vendor marketing, annotated separately.", "positioning": "Camera-first calorie and macro logging with correction, a daily remaining-budget dashboard, reuse and progress views. Vendor ease/accuracy claims are not efficacy findings.", "mental_model": "Capture or describe a meal → inspect estimated nutrition → correct portions or results → daily remaining allowance → revisit saved entries and progress. Account recovery, billing channel and health-data provenance form separate operational loops.", "platforms": [ "iPhone (iOS 18+ per current Apple metadata)", "Android (Android 10+ per official FAQ)", "Apple Watch listed by Apple; capabilities not verified", "Web login and subscription management only verified" ], "limitations": [ "No native app was run; navigation is documented or inferred, never measured.", "Twelve curated visuals are marketing artwork with unknown creation version/date, not current-version proof.", "iOS store seller Viral Development LLC differs from Google Play/website entity Cal AI, Inc.; official website links establish product identity.", "FAQ July 2026 and older blog February 2025 make inconsistent accuracy claims; neither gives a benchmark protocol.", "Complete native help, onboarding/paywall sequence, recipes, voice UI, correction persistence and export path remain undocumented.", "Public docs.calai.app API endpoint failed DNS; archive lookup found no snapshot. Search snippets were not treated as app behavior evidence.", "Vendor-linked Instagram returned only a minimal page; TikTok returned HTTP 403. Google Play embedded video identities investigated separately in sources/video-*-oembed.json.", "Searches did not establish an identity-verified official native walkthrough video; generic same-name calendar tutorials excluded.", "Store prices were not normalized into a universal subscription plan.", "Status not-found means evidence missing, not feature absent." ], "sources": [ { "id": "calai-01", "title": "Cal AI | Download Today", "url": "https://www.calai.app/", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-02", "title": "FAQ | Cal AI", "url": "https://www.calai.app/faq", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "July 2026" }, { "id": "calai-03", "title": "‎Cal AI - Calorie Tracker App - App Store", "url": "https://apps.apple.com/us/app/cal-ai-calorie-tracker/id6480417616", "retrieved_at": "2026-10-07", "evidence_type": "store-listing", "published_or_updated": "Version 26.39.0; September 29, 2026" }, { "id": "calai-04", "title": "Cal AI - Food Calorie Tracker - Apps on Google Play", "url": "https://play.google.com/store/apps/details?hl=en_US&id=com.viraldevelopment.calai", "retrieved_at": "2026-10-07", "evidence_type": "store-listing", "published_or_updated": "September 25, 2026" }, { "id": "calai-05", "title": "Cal AI | Privacy Notice", "url": "https://calai.app/privacy", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "May 21, 2026" }, { "id": "calai-06", "title": "Cal AI | Terms of Service", "url": "https://www.calai.app/tos", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "November 28, 2025" }, { "id": "calai-07", "title": "Cal AI | Washington Consumer Health Data Privacy Policy", "url": "https://www.calai.app/washington-health-data", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "May 21, 2026" }, { "id": "calai-08", "title": "Community Guidelines | Cal AI", "url": "https://www.calai.app/community-guidelines", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "September 2026; V5" }, { "id": "calai-09", "title": "Cal AI | Accessibility Statement", "url": "https://www.calai.app/accessibility", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": null }, { "id": "calai-10", "title": "Login | Cal AI", "url": "https://www.calai.app/login", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-11", "title": "Apple lookup metadata: Cal AI", "url": "https://itunes.apple.com/lookup?id=6480417616&country=us", "retrieved_at": "2026-10-07", "evidence_type": "store-listing", "published_or_updated": "2026-09-29T19:18:15Z; version 26.39.0" }, { "id": "calai-12", "title": "Blog | Cal AI", "url": "https://www.calai.app/blog", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-13", "title": "Press | Cal AI", "url": "https://www.calai.app/press", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-14", "title": "Cal AI | Download Today", "url": "https://www.calai.app/manage-subscription", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": null }, { "id": "calai-15", "title": "Health Recommendations | Cal AI", "url": "https://www.calai.app/citations", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "August 2026" }, { "id": "calai-16", "title": "14 Best Free Calorie And Macro Trackers for Meal Planning | Cal AI", "url": "https://www.calai.app/blog/best-free-calorie-and-macro-tracker", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": "February 16, 2025" }, { "id": "calai-17", "title": "Cal AI | Accessibility Statement", "url": "https://www.calai.app/access", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": null }, { "id": "calai-18", "title": "Cancel a subscription from Apple - Apple Support", "url": "https://support.apple.com/118428", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "September 29, 2026" }, { "id": "calai-19", "title": "Cancel, pause, or change a subscription on Google Play - Android - Google Play Help", "url": "https://support.google.com/googleplay/answer/7018481", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": null }, { "id": "calai-20", "title": "Cal AI - Food Calorie Tracker - Apps on Google Play", "url": "https://play.google.com/store/apps/datasafety?id=com.viraldevelopment.calai", "retrieved_at": "2026-10-07", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "calai-21", "title": "Official image: Daily calorie dashboard", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/66/dd/5c/66dd5cab-7622-7caf-84c1-5fc5c16f5b39/28f8bc10-b990-4c88-be57-5003ba5d6483_SS1Small__U00281_U0029.png/392x696bb.png", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-22", "title": "Official image: Photo scanner", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/33/52/fd/3352fd96-00a2-d63b-9362-f1fdaa21fe31/e93b538a-fce8-4568-94db-b2b5f69644e2_SS2Small__U00282_U0029.png/392x696bb.png", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-23", "title": "Official image: Nutrition result and correction", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/9f/b6/cd/9fb6cdca-5494-1a6e-f352-f7ed45756b38/06c53f71-a783-49ef-aeb8-2716c4a2e083_SS3Small__U00281_U0029.png/392x696bb.png", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-24", "title": "Official image: Weight and nutrition analytics", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/16/ca/3b/16ca3b16-fdd8-74e6-f0f6-b6070ee8547c/4ff1e0d2-b596-4b09-a8c0-99accd0d5c85_SS2Small__U00283_U0029.png/392x696bb.png", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-25", "title": "Official image: Android-marketed progress dashboard", "url": "https://play-lh.googleusercontent.com/_LKArRkRzv59CX2VrC3TU0syd_oIdskYI8RV3SgVAbdHYrnd8g1-HhXlvsMTuXxNbtnCkDHR854br-s7ubiWdg=s0", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-26", "title": "Official image: Progress-photo comparison", "url": "https://play-lh.googleusercontent.com/l4MpxdkI78j3j9gyGCACcj9GWAryGMrF9n4_VbaQvNNDTpYJw7yRlFTFVC21xXNX-rz23MWkbrCFIpxzP_eK4Kc=s0", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-27", "title": "Official image: Scanner-to-result marketing pair", "url": "https://www.calai.app/hero-image.webp", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-28", "title": "Official image: Website progress design variant", "url": "https://www.calai.app/food-db.webp", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-29", "title": "Official image: Dark home design variant", "url": "https://www.calai.app/dark-iphone-preview.webp", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-30", "title": "Official image: Expanded nutrition result", "url": "https://www.calai.app/analyzed.webp", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-31", "title": "Official image: Food database and reuse entry", "url": "https://www.calai.app/search-food-db.webp", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null }, { "id": "calai-32", "title": "Official image: Activity and water dashboard", "url": "https://www.calai.app/water.webp", "retrieved_at": "2026-10-07", "evidence_type": "official-marketing", "published_or_updated": null } ], "features": [ { "key": "onboarding", "label": "Lifestyle-based onboarding", "status": "documented", "tier": "Exact entitlement not established", "platforms": "iOS documented; Android sequence unverified", "detail": "Store explains lifestyle questions used to build a plan; exact questionnaire and paywall order unobserved.", "sources": [ "calai-03", "calai-15" ] }, { "key": "goal_setting", "label": "Goals and targets", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Goal calculations and nutrition targets have an official research-reference page. No published exact adjustment screen sequence.", "sources": [ "calai-15", "calai-28" ] }, { "key": "calorie_budget", "label": "Daily calorie allowance", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Calories-left dashboard and separate exercise-burn display are visible. Budget arithmetic and exercise credit switches not verified.", "sources": [ "calai-21", "calai-32" ] }, { "key": "macro_targets", "label": "Macronutrient targets", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Goal splits documented; protein/carbs/fats status visible. Editing units, ratios and limits require native verification.", "sources": [ "calai-15", "calai-21" ] }, { "key": "micronutrients", "label": "Micronutrient targets", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Official science page expressly references setting micronutrient targets; complete supported nutrient list and diary displays not found.", "sources": [ "calai-15" ] }, { "key": "food_search", "label": "Food database search", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Database supports name/brand lookup; screenshot shows suggestion units and plus actions.", "sources": [ "calai-01", "calai-31" ] }, { "key": "verified_database", "label": "Verified food provenance", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Database size claim does not establish curation, verified badges or laboratory provenance. No verification policy located.", "sources": [ "calai-01", "calai-31" ] }, { "key": "barcode_scan", "label": "Barcode scanning", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Barcode capture is advertised; unknown-code result and entitlement unverified.", "sources": [ "calai-02", "calai-01" ] }, { "key": "label_scan", "label": "Nutrition label scanning", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Accessibility statement and 2025 vendor article explicitly describe label capture. No inspected label-results screen.", "sources": [ "calai-09", "calai-16" ] }, { "key": "photo_logging", "label": "Photo analysis", "status": "documented", "tier": "Analysis results require subscription per iOS listing", "platforms": "iOS and Android marketed", "detail": "Camera-to-nutrition sequence depicted; AI estimates are approximations.", "sources": [ "calai-22", "calai-23", "calai-06" ] }, { "key": "voice_logging", "label": "Voice input", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Privacy notice names voice logging; microphone UI, platforms and correction semantics undocumented.", "sources": [ "calai-05" ] }, { "key": "text_ai", "label": "Describe meal", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Vendor describes typing meal details, particularly hidden ingredients. Dedicated editor not visually inspected.", "sources": [ "calai-01", "calai-16" ] }, { "key": "quick_add", "label": "Manual empty food", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Log empty food is visible. Whether subsequent screen supports calorie-only entry or required macro fields is unknown.", "sources": [ "calai-31", "calai-09" ] }, { "key": "portion_edit", "label": "Portion correction", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Apple art has serving stepper; website result has editable serving value. Unit picker and recalculation behavior untested.", "sources": [ "calai-23", "calai-30" ] }, { "key": "meal_correction", "label": "Correct AI result", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Fix Results accepts a description of what is wrong per vendor article; per-nutrient pencils visible in Apple art. No evidence of future scans remembering a personal correction.", "sources": [ "calai-16", "calai-23", "calai-30" ] }, { "key": "history_favorites", "label": "Recent items and saved scans", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Recent entries, bookmark and Saved scans tab visible; rename/delete/reorder behavior unknown.", "sources": [ "calai-21", "calai-30", "calai-31", "calai-09" ] }, { "key": "copy_meals", "label": "Copy meals across dates", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Recent/saved reuse is supported, but no documented multi-select or date-to-date copy operation located.", "sources": [ "calai-31" ] }, { "key": "saved_meals", "label": "Reusable meals", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "My meals tab is visible; Play claims frequent-meal memory. Create/edit/share paths remain unobserved.", "sources": [ "calai-31", "calai-04" ] }, { "key": "recipes", "label": "Custom recipes", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Homepage expressly permits adding foods and recipes. Ingredient builder, yield and cooked-weight workflow not documented.", "sources": [ "calai-01" ] }, { "key": "recipe_import", "label": "Recipe URL import", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "No primary evidence of importing a recipe URL or recipe image into a structured recipe.", "sources": [] }, { "key": "meal_planning", "label": "Meal planning", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "A February 2025 vendor blog claims meal plans without a workflow. Current product/help sources did not corroborate a planner screen.", "sources": [ "calai-16" ] }, { "key": "water", "label": "Water logging", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Dashboard has amount, cup equivalent, plus/minus and settings gear. Goal/reminder editor not observed.", "sources": [ "calai-32" ] }, { "key": "weight_trend", "label": "Weight progress", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Weight chart, date ranges and Log Weight visible; smoothing or trend-weight algorithm not established.", "sources": [ "calai-25", "calai-28" ] }, { "key": "body_metrics", "label": "Body measurements", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Vendor mentions measurements; privacy notice names height, weight and BMI. Circumference/body-fat entry screens not found.", "sources": [ "calai-01", "calai-05" ] }, { "key": "progress_photos", "label": "Progress photos", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Google Play marketing visual; privacy policy product-wide", "detail": "Compare view has paired photos, weights/dates, Hide weight, thumbnail strip and Share.", "sources": [ "calai-26", "calai-05" ] }, { "key": "exercise_logging", "label": "Exercise log", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Home shows weight-lifting entry with intensity/duration plus exercise calories. Input editor and exercise library unobserved.", "sources": [ "calai-32", "calai-01" ] }, { "key": "wearable_sync", "label": "Wearable integration", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "See calai-f-health for documented hub routes. A direct Garmin connection remains unverified. Apple lists Watch support; scope untested.", "sources": [ "calai-02", "calai-03" ] }, { "key": "health_platform_sync", "label": "Health platform connections", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform-specific branches: see calai-f-health", "detail": "See calai-f-health for connection instructions and duplicate-step constraints. No confirmed Health Connect migration or full read/write matrix.", "sources": [ "calai-02" ] }, { "key": "adaptive_targets", "label": "Automatic expenditure adaptation", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Personalized goal calculations and suggestions do not establish intake/weight-derived expenditure adaptation.", "sources": [ "calai-15", "calai-01" ] }, { "key": "weekly_review", "label": "Weekly analytics", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Weekly nutrient chart and comparison visible; no documented guided weekly check-in with target recalibration.", "sources": [ "calai-24" ] }, { "key": "fasting", "label": "Fasting timer", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Google Play mentions use during intermittent fasting, not a timer or fasting-state workflow.", "sources": [ "calai-04" ] }, { "key": "reminders", "label": "Notifications and reminders", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "See calai-s-notifications. Meal scheduling, reminder types and in-app controls unverified.", "sources": [ "calai-02", "calai-16" ] }, { "key": "widgets", "label": "Home/lock-screen widgets", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "No primary widget documentation or inspected widget art found.", "sources": [] }, { "key": "offline_logging", "label": "Offline operation", "status": "not-found", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Recovery evidence does not establish offline logging, cached database access or on-device photo inference.", "sources": [ "calai-02" ] }, { "key": "data_export", "label": "Export and portability", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "See calai-f-export for the two distinct routes. CSV format and export entry path unknown.", "sources": [ "calai-02", "calai-05" ] }, { "key": "data_delete", "label": "Account/data deletion", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Privacy requests can be sent to privacy@calai.app; in-app destructive action and final confirmation not inspected.", "sources": [ "calai-05", "calai-07", "calai-20" ] }, { "key": "subscription_cancel", "label": "Cancel and restore", "status": "documented", "tier": "Purchase channel dependent", "platforms": "Apple, Google Play, and direct web billing routes", "detail": "Store cancellation is separate from uninstall; web purchases have email-based management. See calai-f-restore for entitlement-transfer limits.", "sources": [ "calai-02", "calai-14", "calai-18", "calai-19" ] }, { "key": "web_app", "label": "Web account surface", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Public Apple/Google login and web subscription management exist; no verified browser food diary or nutrition dashboard.", "sources": [ "calai-10", "calai-14" ] }, { "key": "social", "label": "Groups and community", "status": "documented", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Policy identifies public/private Groups; guidelines describe posting, comments, reactions, auto-review and long-press Report.", "sources": [ "calai-05", "calai-08" ] }, { "key": "coaching", "label": "Nutrition guidance", "status": "limited", "tier": "Exact entitlement not established", "platforms": "Platform parity unverified", "detail": "Vendor advertises personalized AI suggestions and depicts health score. No human coaching service established; terms disclaim nutritional counseling.", "sources": [ "calai-01", "calai-06", "calai-30" ] } ], "screens": [ { "id": "calai-s-plan", "name": "Lifestyle questions and generated plan", "area": "Onboarding", "entry": "Initial setup per iOS listing; exact preceding screen unknown", "primary_actions": [ "Answer lifestyle questions" ], "states": [ "Question sequence unobserved", "Generated plan documented, appearance unknown" ], "platform": "iOS documented", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-03", "calai-15" ], "visual_ids": [] }, { "id": "calai-s-home", "name": "Calorie home", "area": "Daily tracking", "entry": "Home tab in artwork", "primary_actions": [ "Inspect remaining calories and macros", "Review recent meals", "Use plus entry affordance" ], "states": [ "Light design", "Dark design", "Today/Yesterday design variant" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "visual", "sources": [ "calai-21", "calai-29" ], "visual_ids": [ "calai-v01", "calai-v09" ] }, { "id": "calai-s-activity", "name": "Activity and water home page", "area": "Daily tracking", "entry": "Secondary carousel page indicated by dots; gesture not tested", "primary_actions": [ "Adjust water with plus/minus", "Open water gear", "Review exercise and meal cards" ], "states": [ "Steps and burned calories", "Water amount", "Mixed recent history" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "visual", "sources": [ "calai-32" ], "visual_ids": [ "calai-v12" ] }, { "id": "calai-s-scanner", "name": "Scanner", "area": "Food capture", "entry": "Photo entry documented; exact plus menu not shown", "primary_actions": [ "Capture photo", "Change mode", "Flash", "Back" ], "states": [ "Food camera mode shown", "Other mode icons visible but unlabeled" ], "platform": "Native platform parity unverified", "tier": "Food analysis results require paid subscription", "evidence": "visual", "sources": [ "calai-22", "calai-27" ], "visual_ids": [ "calai-v02", "calai-v07" ] }, { "id": "calai-s-result", "name": "Nutrition result", "area": "Food detail", "entry": "Following food analysis in marketing sequence", "primary_actions": [ "Edit serving", "Fix Results", "Done", "Bookmark in website variant", "Share in website variant" ], "states": [ "Stepper and per-nutrient pencils in Apple art", "Ingredient section and serving-pencil in website art", "No error/loading state inspected" ], "platform": "Native platform parity unverified", "tier": "Food analysis results require paid subscription", "evidence": "visual", "sources": [ "calai-23", "calai-30" ], "visual_ids": [ "calai-v03", "calai-v10" ] }, { "id": "calai-s-database", "name": "Food Database", "area": "Search and reuse", "entry": "Exact menu path unknown", "primary_actions": [ "Describe/search field", "Select All/My meals/My foods/Saved scans", "Log empty food", "Plus on suggestion" ], "states": [ "All selected", "Other tab labels visible; contents unobserved" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "visual", "sources": [ "calai-31" ], "visual_ids": [ "calai-v11" ] }, { "id": "calai-s-progress", "name": "Progress / Analytics", "area": "Review", "entry": "Bottom Progress or Analytics tab, variant-dependent", "primary_actions": [ "Change date range", "Inspect chart point", "Log Weight in Android art" ], "states": [ "Apple nutrition bars", "Website days-logged/cheat chip", "Google Play streak/weight variant" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "visual", "sources": [ "calai-24", "calai-25", "calai-28" ], "visual_ids": [ "calai-v04", "calai-v05", "calai-v08" ] }, { "id": "calai-s-photos", "name": "Compare progress photos", "area": "Review", "entry": "Entry into photo comparison unknown", "primary_actions": [ "Choose thumbnails", "Toggle Hide weight", "Share", "Back" ], "states": [ "Side-by-side selected photos", "Weight/date overlays" ], "platform": "Android-marketed artwork", "tier": "Entitlement unverified", "evidence": "visual", "sources": [ "calai-26" ], "visual_ids": [ "calai-v06" ] }, { "id": "calai-s-settings", "name": "Settings entry", "area": "Account", "entry": "Bottom Settings tab visible; contents not inspected", "primary_actions": [ "Unknown settings contents" ], "states": [ "Tab entry only; no full settings page screenshot" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-21", "calai-32" ], "visual_ids": [ "calai-v01", "calai-v12" ] }, { "id": "calai-s-paywall", "name": "Subscription gate and restore", "area": "Billing", "entry": "Restore route: see calai-f-restore", "primary_actions": [ "Recovery action documented in calai-f-restore" ], "states": [ "Gate when unsubscribed; entitlement recognition may fail" ], "platform": "Native platform parity unverified", "tier": "Unsubscribed or entitlement error", "evidence": "documented", "sources": [ "calai-02", "calai-03" ], "visual_ids": [] }, { "id": "calai-s-applehealth", "name": "Connect with Apple Health prompt", "area": "Integrations", "entry": "See calai-f-health; exact native navigation unverified", "primary_actions": [ "Connection action: see calai-f-health" ], "states": [ "Permissions and denial screen unobserved" ], "platform": "iPhone", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-02" ], "visual_ids": [] }, { "id": "calai-s-fit", "name": "Google Fit connection setting", "area": "Integrations", "entry": "See calai-f-health; nested path unverified", "primary_actions": [ "Connection action: see calai-f-health" ], "states": [ "Permission UI unobserved; sync timing and duplicates addressed in calai-f-health" ], "platform": "Android", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-02" ], "visual_ids": [] }, { "id": "calai-s-export", "name": "PDF export function", "area": "Data", "entry": "See calai-f-export; entry path unverified", "primary_actions": [ "Export control wording unknown" ], "states": [ "Troubleshooting: see calai-f-export", "Successful file content unobserved" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-02" ], "visual_ids": [] }, { "id": "calai-s-groups", "name": "Groups and community", "area": "Social", "entry": "Native entry unknown", "primary_actions": [ "Post", "Comment", "React" ], "states": [ "Public and private groups named in policy", "Automated review and restrictions documented" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-05", "calai-08" ], "visual_ids": [] }, { "id": "calai-s-report", "name": "Report group post", "area": "Social moderation", "entry": "Long-press post per community guidelines", "primary_actions": [ "Report" ], "states": [ "Support review", "Removal/restriction possible; dialog not inspected" ], "platform": "Native platform parity unverified", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-08" ], "visual_ids": [] }, { "id": "calai-s-login", "name": "Website sign-in", "area": "Web account", "entry": "Public Login link", "primary_actions": [ "Continue with Google", "Continue with Apple" ], "states": [ "Logged-out form; authentication not performed" ], "platform": "Web", "tier": "Public entry", "evidence": "documented", "sources": [ "calai-10" ], "visual_ids": [] }, { "id": "calai-s-billing", "name": "Manage Subscription email form", "area": "Web billing", "entry": "Website Manage Subscription link", "primary_actions": [ "Enter subscribed email", "Send" ], "states": [ "Web-purchase management only", "Email receipt and authenticated destination untested" ], "platform": "Web", "tier": "Direct web subscriber", "evidence": "documented", "sources": [ "calai-14" ], "visual_ids": [] }, { "id": "calai-s-applecancel", "name": "Apple subscription cancellation", "area": "External billing", "entry": "iPhone Settings → name → Subscriptions → Cal AI", "primary_actions": [ "Cancel Subscription" ], "states": [ "Already-canceled indication", "Subscription missing/wrong Apple Account" ], "platform": "iOS Settings; external to Cal AI", "tier": "Apple-billed", "evidence": "documented", "sources": [ "calai-18", "calai-02" ], "visual_ids": [] }, { "id": "calai-s-playcancel", "name": "Google Play cancellation", "area": "External billing", "entry": "Play subscriptions → Cal AI", "primary_actions": [ "Cancel subscription", "Follow confirmation steps" ], "states": [ "Wrong-account lookup", "Paid access continues through paid period per Google" ], "platform": "Google Play; external to Cal AI", "tier": "Google Play-billed", "evidence": "documented", "sources": [ "calai-19", "calai-02" ], "visual_ids": [] }, { "id": "calai-s-notifications", "name": "OS notification controls", "area": "External settings", "entry": "OS settings → Cal AI notifications", "primary_actions": [ "Adjust notifications" ], "states": [ "In-app granular scheduling not documented" ], "platform": "iOS/Android OS settings", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-02" ], "visual_ids": [] }, { "id": "calai-s-privacy", "name": "Privacy-request email channel", "area": "External privacy", "entry": "Policy → privacy@calai.app; not a native screen", "primary_actions": [ "Request access/portability/deletion", "Appeal where applicable" ], "states": [ "Verification and exceptions", "Native account-deletion confirmation unobserved" ], "platform": "Email; external to Cal AI", "tier": "Entitlement unverified", "evidence": "documented", "sources": [ "calai-05", "calai-07" ], "visual_ids": [] }, { "id": "calai-s-native-reauth", "name": "Native reauthentication — unknown appearance", "area": "Native account recovery", "entry": "Reinstall recovery context: see calai-f-restore; exact native navigation unverified", "primary_actions": [ "Reauthenticate; provider-button layout unobserved" ], "states": [ "Documented destination, no inspected native screen", "Do not confuse with calai-s-login (website only)" ], "platform": "Native iOS/Android recovery context; parity unverified", "tier": "Account recovery; entitlement outcome unverified", "evidence": "documented", "sources": [ "calai-02" ], "visual_ids": [] } ], "flows": [ { "id": "calai-f-setup", "name": "Build an initial plan", "job": "Get a starting nutrition target", "preconditions": [ "New user; no onboarding performed" ], "steps": [ { "screen": "calai-s-plan", "action": "Answer lifestyle questions", "result": "Vendor says a plan is built" }, { "screen": "calai-s-home", "action": "Transition to daily targets: exact intervening screens unknown", "result": "Budget home shown separately in marketing" } ], "branches": [ "Paywall location relative to plan/account remains unknown", "Referral cannot be retroactively applied per FAQ" ], "persistence": "Plan creation documented; account and goal durability untested", "friction": "No screen-complete questionnaire, units, safety floor or consent sequence", "evidence": "documented", "sources": [ "calai-03", "calai-15", "calai-02", "calai-21" ], "visual_ids": [ "calai-v01" ] }, { "id": "calai-f-photo", "name": "Photograph and inspect a meal", "job": "Reduce manual identification work", "preconditions": [ "Camera permission; subscription needed for analysis results" ], "steps": [ { "screen": "calai-s-scanner", "action": "Frame food and use shutter", "result": "Marketing pairs capture with nutrition result; upload/processing transitions unobserved" }, { "screen": "calai-s-result", "action": "Inspect serving and nutrients", "result": "Correction controls visible" }, { "screen": "calai-s-result", "action": "Use Done", "result": "Commit/close action visible; exact save timing unverified" } ], "branches": [ "Use description for hidden ingredients per vendor article", "No-food/error state unobserved" ], "persistence": "No live save tested; result and recent history are separate visual evidence", "friction": "Accuracy claims are unbenchmarked; speed and correction burden not measured", "evidence": "visual", "sources": [ "calai-22", "calai-23", "calai-27", "calai-16", "calai-03" ], "visual_ids": [ "calai-v02", "calai-v03", "calai-v07" ] }, { "id": "calai-f-search", "name": "Search and add food", "job": "Use a known food rather than an image", "preconditions": [ "Food Database accessible; exact gate unknown" ], "steps": [ { "screen": "calai-s-database", "action": "Use search field or suggestions", "result": "Vendor documents name/brand search" }, { "screen": "calai-s-database", "action": "Use row plus", "result": "Add affordance visible; quantity sheet or immediate-add transition unknown" }, { "screen": "calai-s-home", "action": "Inspect recent log and totals as a verification step", "result": "Expected verification, not an observed transition" } ], "branches": [ "Log empty food fallback shown", "No-result UX unobserved" ], "persistence": "Database/recent items documented, exact insertion semantics not tested", "friction": "Duplicate suggestions in supplied art lack visible provenance badges", "evidence": "visual", "sources": [ "calai-01", "calai-31", "calai-21" ], "visual_ids": [ "calai-v11", "calai-v01" ] }, { "id": "calai-f-barcode", "name": "Log a packaged food", "job": "Identify a product via barcode", "preconditions": [ "Package barcode available" ], "steps": [ { "screen": "calai-s-scanner", "action": "Choose barcode scan; exact mode control not confirmed", "result": "Capability documented, barcode view unobserved" }, { "screen": "calai-s-result", "action": "Inspect returned nutrition; exact transition unknown", "result": "Validation needed before relying on product match" } ], "branches": [ "Unknown barcode fallback undocumented", "Do not assume serving size equals package size" ], "persistence": "Barcode capability documented, durability untested", "friction": "No official failure, duplicate-code or correction walkthrough", "evidence": "documented", "sources": [ "calai-02", "calai-01", "calai-22", "calai-23" ], "visual_ids": [ "calai-v02", "calai-v03" ] }, { "id": "calai-f-label", "name": "Read a nutrition label", "job": "Use explicit package nutrition", "preconditions": [ "Readable label" ], "steps": [ { "screen": "calai-s-scanner", "action": "Choose label scanning; specific UI not inspected", "result": "Accessible feature described in official statement" }, { "screen": "calai-s-result", "action": "Validate extracted portions and values; transition unknown", "result": "No label-specific result screenshot available" } ], "branches": [ "Glare, partial label and unit conversion behavior unknown" ], "persistence": "No label-result save tested", "friction": "Alternative is documented but detailed repair semantics missing", "evidence": "documented", "sources": [ "calai-09", "calai-16" ], "visual_ids": [] }, { "id": "calai-f-describe", "name": "Describe food in text or voice", "job": "Communicate hidden ingredients", "preconditions": [ "Meal details known" ], "steps": [ { "screen": "calai-s-database", "action": "Select describe input; dedicated editor route unknown", "result": "Typed meal-description capability documented" }, { "screen": "calai-s-result", "action": "Inspect AI output; transition unknown", "result": "Nutrition output concept supported, description-specific result unobserved" } ], "branches": [ "For the policy-only voice evidence see voice_logging; microphone UI and parity remain unknown", "Text ambiguity repair needs native test" ], "persistence": "General vendor learning claims do not prove personal correction memory", "friction": "Voice cannot be promoted to a fully verified native flow", "evidence": "documented", "sources": [ "calai-01", "calai-16", "calai-05" ], "visual_ids": [] }, { "id": "calai-f-correct", "name": "Correct an estimate", "job": "Make a wrong result usable", "preconditions": [ "Nutrition result available" ], "steps": [ { "screen": "calai-s-result", "action": "Inspect serving control and nutrient pencils", "result": "Manual correction affordances visible" }, { "screen": "calai-s-result", "action": "Choose Fix Results and describe the error", "result": "Vendor article says AI can fix result; actual correction editor unobserved" }, { "screen": "calai-s-result", "action": "Review revised values and use Done", "result": "Revised-save behavior not exercised" } ], "branches": [ "Serving edit versus ingredient correction may differ", "Undo and retry semantics unknown" ], "persistence": "Current-result repair described; future reuse and re-analysis persistence not proven", "friction": "Main test priority: whether one repair alters calories, macros and later reuse consistently", "evidence": "documented", "sources": [ "calai-23", "calai-30", "calai-16" ], "visual_ids": [ "calai-v03", "calai-v10" ] }, { "id": "calai-f-reuse", "name": "Reuse a familiar meal", "job": "Avoid repeated capture and correction", "preconditions": [ "Prior meal or saved item exists" ], "steps": [ { "screen": "calai-s-database", "action": "Open My meals or Saved scans", "result": "Tab labels visible; list contents unobserved" }, { "screen": "calai-s-database", "action": "Select reusable item; exact action unknown", "result": "Frequent meal memory documented" }, { "screen": "calai-s-home", "action": "Verify inserted date, portion and totals", "result": "Verification task, not observed save behavior" } ], "branches": [ "Bookmark exists on result", "Copy across dates and bulk reuse remain unknown" ], "persistence": "Reusable categories exist; whether they store snapshots or shared templates unknown", "friction": "A saved corrected meal may behave differently from rerunning AI; do not conflate", "evidence": "visual", "sources": [ "calai-31", "calai-30", "calai-04" ], "visual_ids": [ "calai-v11", "calai-v10" ] }, { "id": "calai-f-recipe", "name": "Create a personal recipe: incomplete boundary", "job": "Build a repeatable multi-ingredient item", "preconditions": [ "Vendor permits adding recipes" ], "steps": [ { "screen": "calai-s-database", "action": "Locate recipe creation entry; not identified in public evidence", "result": "Blocked transition: do not assume My meals equals recipe builder" } ], "branches": [ "Ingredient source, batch yield, cooked weight and edit propagation unknown" ], "persistence": "Recipe existence claimed; recipe save and serving model not established", "friction": "A complete native recipe walkthrough cannot be responsibly supplied", "evidence": "inferred", "sources": [ "calai-01", "calai-31" ], "visual_ids": [ "calai-v11" ] }, { "id": "calai-f-water", "name": "Adjust water intake", "job": "Keep a simple daily hydration record", "preconditions": [ "Activity/water home page available" ], "steps": [ { "screen": "calai-s-activity", "action": "Inspect water amount and cup equivalent", "result": "Quantity is visible" }, { "screen": "calai-s-activity", "action": "Use plus or minus", "result": "Increment controls visible; increment size and persistence untested" }, { "screen": "calai-s-activity", "action": "Open gear if configuration needed", "result": "Gear visible; destination unknown" } ], "branches": [ "Unit and goal configuration unknown" ], "persistence": "No cross-session water test", "friction": "One-tap counter is visible, but accidental taps and undo need validation", "evidence": "visual", "sources": [ "calai-32" ], "visual_ids": [ "calai-v12" ] }, { "id": "calai-f-review", "name": "Review weight and nutrition", "job": "Understand recent progress", "preconditions": [ "Previously recorded intake/weight" ], "steps": [ { "screen": "calai-s-progress", "action": "Choose period", "result": "90-day through all-time weight ranges depicted" }, { "screen": "calai-s-progress", "action": "Inspect chart point or weekly nutrient bars", "result": "Tooltip and chart visuals available in different artwork" }, { "screen": "calai-s-progress", "action": "Use Log Weight where supplied", "result": "Input sheet unobserved" } ], "branches": [ "Progress and Analytics labels vary by artwork", "No proof of smoothing or automatic recalibration" ], "persistence": "Historical trends depicted; incomplete-day handling unknown", "friction": "Weight and nutrition ranges use different controls; no native usability test", "evidence": "visual", "sources": [ "calai-24", "calai-25", "calai-28" ], "visual_ids": [ "calai-v04", "calai-v05", "calai-v08" ] }, { "id": "calai-f-goals", "name": "Adjust targets after review: incomplete boundary", "job": "Change a plan deliberately", "preconditions": [ "Existing plan" ], "steps": [ { "screen": "calai-s-progress", "action": "Inspect goal-edit pencil in website art", "result": "Affordance visible" }, { "screen": "calai-s-settings", "action": "Find nutrition target editor; route not documented", "result": "Blocked transition pending native verification" } ], "branches": [ "Changing body goal may differ from directly editing calories/macros", "No evidence of adaptive weekly target recalculation" ], "persistence": "Official science page supports target-setting concept, not change history", "friction": "Cannot assert whether historical budget displays are rebased", "evidence": "inferred", "sources": [ "calai-28", "calai-15" ], "visual_ids": [ "calai-v08" ] }, { "id": "calai-f-photos", "name": "Compare progress photos", "job": "Review or share visible change", "preconditions": [ "At least two images available; consent matters" ], "steps": [ { "screen": "calai-s-photos", "action": "Select photos from filmstrip", "result": "Comparison selections depicted" }, { "screen": "calai-s-photos", "action": "Adjust Hide weight", "result": "Privacy-related presentation toggle visible" }, { "screen": "calai-s-photos", "action": "Use Share if desired", "result": "Share button visible; OS sheet/destination unknown" } ], "branches": [ "Weights hidden does not prove date or identifying background removed" ], "persistence": "Storage and export behavior untested", "friction": "Shared image privacy requires review beyond a weight toggle", "evidence": "visual", "sources": [ "calai-26", "calai-05" ], "visual_ids": [ "calai-v06" ] }, { "id": "calai-f-health", "name": "Connect health data and diagnose steps", "job": "Bring activity into daily view", "preconditions": [ "Appropriate health account and permissions" ], "steps": [ { "screen": "calai-s-applehealth", "action": "iPhone: swipe right on calories → Connect with Apple Health", "result": "FAQ route; permission sheet uninspected" }, { "screen": "calai-s-fit", "action": "Android alternative: settings → Google Fit", "result": "Sync may take minutes" }, { "screen": "calai-s-activity", "action": "For duplicate steps, disable extra upstream writers (including Garmin/Health Sync)", "result": "FAQ: duplicate writers are summed; steps cannot be manually adjusted" } ], "branches": [ "iOS and Android are alternatives, not sequential steps", "Health Connect support not established" ], "persistence": "Full directionality and interval contract unverified", "friction": "Test whether users can diagnose which upstream writer to disable", "evidence": "documented", "sources": [ "calai-02", "calai-32" ], "visual_ids": [ "calai-v12" ] }, { "id": "calai-f-exercise", "name": "Review a manually logged activity boundary", "job": "Account for exercise beside food", "preconditions": [ "Exercise data exists" ], "steps": [ { "screen": "calai-s-activity", "action": "Inspect exercise entry", "result": "Weight lifting with intensity/duration depicted" }, { "screen": "calai-s-activity", "action": "Use plus to seek exercise editor; menu not shown", "result": "Input route unknown rather than an invented workout builder" } ], "branches": [ "Exercise calories and steps appear as separate contributions", "Reconciliation with imported workouts unknown" ], "persistence": "Entry shown, edit/delete and budget-credit rules untested", "friction": "Nutrition tracking should not be equated with a full workout-programming app", "evidence": "visual", "sources": [ "calai-32" ], "visual_ids": [ "calai-v12" ] }, { "id": "calai-f-export", "name": "Export a record or request portability", "job": "Take nutrition information outside the app", "preconditions": [ "Account access; jurisdiction may affect privacy rights" ], "steps": [ { "screen": "calai-s-export", "action": "PDF export failure: check app update, Mail permission and connectivity", "result": "FAQ troubleshooting only; native entry unverified" }, { "screen": "calai-s-privacy", "action": "For access/portability contact privacy address", "result": "Separate privacy-request route, not instant CSV export" } ], "branches": [ "PDF report is distinct from machine-readable raw data", "No confirmed date-range or inclusion controls" ], "persistence": "Delivered file and export fidelity untested", "friction": "App export location is undocumented; email privacy process may add delay", "evidence": "documented", "sources": [ "calai-02", "calai-05" ], "visual_ids": [] }, { "id": "calai-f-restore", "name": "Restore paid access or cloud history", "job": "Recover after reinstall/change of device", "preconditions": [ "Recovery branches below are not one sequential login journey" ], "steps": [ { "screen": "calai-s-paywall", "action": "Plus → paywall → scroll → Restore Purchase / Already Purchased; use original store account", "result": "Entitlement recovery per FAQ; not tested" }, { "screen": "calai-s-native-reauth", "action": "After reinstall, sign in with the same Apple/Google identity", "result": "FAQ says cloud history returns; exact native navigation and appearance unverified" } ], "branches": [ "iPhone/Android subscriptions do not transfer", "App identity and store entitlement are distinct; do not substitute website login" ], "persistence": "Recovery untested; no data or entitlement was restored during research", "friction": "Two account systems can make paid-but-locked failures confusing", "evidence": "documented", "sources": [ "calai-02" ], "visual_ids": [] }, { "id": "calai-f-cancel", "name": "Cancel by original billing channel", "job": "Stop subscription renewal without guessing provider", "preconditions": [ "Identify billing receipt; no cancellation executed" ], "steps": [ { "screen": "calai-s-applecancel", "action": "Apple branch: Settings → name → Subscriptions → Cal AI → Cancel", "result": "Store-managed cancellation" }, { "screen": "calai-s-playcancel", "action": "Google branch: subscriptions → Cal AI → Cancel → confirmation", "result": "Google says paid access continues for paid period" }, { "screen": "calai-s-billing", "action": "Web branch: submit subscriber email", "result": "Public management form; subsequent email flow untested" } ], "branches": [ "Three alternative branches, not sequential steps", "Deleting app is not cancellation", "Missing plan: verify receipt/store account" ], "persistence": "Cancellation confirmation must be read on actual provider; none performed", "friction": "Channel fragmentation complicates switching; see calai-f-restore for transfer limits", "evidence": "documented", "sources": [ "calai-18", "calai-19", "calai-14", "calai-02" ], "visual_ids": [] }, { "id": "calai-f-delete", "name": "Request data deletion", "job": "Exercise privacy rights separately from billing", "preconditions": [ "Confirm identity and applicable rights; no request sent" ], "steps": [ { "screen": "calai-s-privacy", "action": "Email privacy@calai.app with requested right", "result": "Request channel documented" }, { "screen": "calai-s-privacy", "action": "Complete applicable identity checks and review response", "result": "Exact response and timing not tested" } ], "branches": [ "Deletion exceptions/retention may apply", "Washington-specific appeal/access/withdrawal rights documented", "Cancel billing separately" ], "persistence": "Deletion completion not tested; policy is not a deletion receipt", "friction": "In-app account-deletion route remains unknown", "evidence": "documented", "sources": [ "calai-05", "calai-07", "calai-20" ], "visual_ids": [] }, { "id": "calai-f-community", "name": "Report harmful community content", "job": "Use Groups with a moderation route", "preconditions": [ "Group access; eligibility/gate unknown" ], "steps": [ { "screen": "calai-s-groups", "action": "Find a post needing review", "result": "Groups and public/private contexts documented" }, { "screen": "calai-s-report", "action": "Long-press post then Report", "result": "Guidelines say support reviews" }, { "screen": "calai-s-groups", "action": "Use Appeal or support for restrictions", "result": "Appeal route documented without dialog screenshots" } ], "branches": [ "Posts can be removed and posting restricted", "Public posting can persist in external copies after deletion" ], "persistence": "Public persistence warning in guidelines; no live post created", "friction": "Sharing diary content introduces privacy exposure beyond private tracking", "evidence": "documented", "sources": [ "calai-05", "calai-08" ], "visual_ids": [] } ], "visuals": [ { "id": "calai-v01", "file": "assets/apple-01.png", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/66/dd/5c/66dd5cab-7622-7caf-84c1-5fc5c16f5b39/28f8bc10-b990-4c88-be57-5003ba5d6483_SS1Small__U00281_U0029.png/392x696bb.png", "source_page": "https://itunes.apple.com/lookup?id=6480417616&country=us", "title": "Daily calorie dashboard", "platform": "iOS store marketing", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Calories-left ring dominates the top; protein/carbs/fats use separate small rings.", "Photo-led recent entries include times and macros.", "Home, Analytics, Settings and a prominent plus control are visible." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v01-annotated.jpg", "sources": [ "calai-21", "calai-11" ] }, { "id": "calai-v02", "file": "assets/apple-02.png", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/33/52/fd/3352fd96-00a2-d63b-9362-f1fdaa21fe31/e93b538a-fce8-4568-94db-b2b5f69644e2_SS2Small__U00282_U0029.png/392x696bb.png", "source_page": "https://itunes.apple.com/lookup?id=6480417616&country=us", "title": "Photo scanner", "platform": "iOS store marketing", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Food is framed in the camera preview.", "A bottom mode strip includes Scan food and several icons without full labels.", "Back, overflow, flash and shutter controls are visible." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v02-annotated.jpg", "sources": [ "calai-22", "calai-11" ] }, { "id": "calai-v03", "file": "assets/apple-03.png", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/9f/b6/cd/9fb6cdca-5494-1a6e-f352-f7ed45756b38/06c53f71-a783-49ef-aeb8-2716c4a2e083_SS3Small__U00281_U0029.png/392x696bb.png", "source_page": "https://itunes.apple.com/lookup?id=6480417616&country=us", "title": "Nutrition result and correction", "platform": "iOS store marketing", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "A serving stepper and per-nutrient pencil icons allow visible correction affordances.", "Fix Results and Done are separate bottom actions.", "The ingredient callouts extending beyond the phone frame are promotional overlays." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v03-annotated.jpg", "sources": [ "calai-23", "calai-11" ] }, { "id": "calai-v04", "file": "assets/apple-04.png", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/16/ca/3b/16ca3b16-fdd8-74e6-f0f6-b6070ee8547c/4ff1e0d2-b596-4b09-a8c0-99accd0d5c85_SS2Small__U00283_U0029.png/392x696bb.png", "source_page": "https://itunes.apple.com/lookup?id=6480417616&country=us", "title": "Weight and nutrition analytics", "platform": "iOS store marketing", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Goal chart and nutrition bars have separate date-range controls.", "Macro labels floating outside the device are marketing callouts.", "The bottom tab says Analytics rather than Progress." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v04-annotated.jpg", "sources": [ "calai-24", "calai-11" ] }, { "id": "calai-v05", "file": "assets/play-04-full.png", "source_url": "https://play-lh.googleusercontent.com/_LKArRkRzv59CX2VrC3TU0syd_oIdskYI8RV3SgVAbdHYrnd8g1-HhXlvsMTuXxNbtnCkDHR854br-s7ubiWdg=s0", "source_page": "https://play.google.com/store/apps/details?hl=en_US&id=com.viraldevelopment.calai", "title": "Android-marketed progress dashboard", "platform": "Android depiction in official Google Play marketing", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Weight and day-streak cards precede the weight graph.", "Log Weight and 90D/6M/1Y/ALL controls are visible.", "Progress tab is selected; graph example dates are not screenshot capture dates." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v05-annotated.jpg", "sources": [ "calai-25", "calai-04" ] }, { "id": "calai-v06", "file": "assets/play-05-full.png", "source_url": "https://play-lh.googleusercontent.com/l4MpxdkI78j3j9gyGCACcj9GWAryGMrF9n4_VbaQvNNDTpYJw7yRlFTFVC21xXNX-rz23MWkbrCFIpxzP_eK4Kc=s0", "source_page": "https://play.google.com/store/apps/details?hl=en_US&id=com.viraldevelopment.calai", "title": "Progress-photo comparison", "platform": "Android depiction in official Google Play marketing", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Two chosen photos appear side by side with weight and date overlays.", "A Hide weight switch and a thumbnail filmstrip are visible.", "Share is a large bottom action; share destination and default audience are unknown." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v06-annotated.jpg", "sources": [ "calai-26", "calai-04" ] }, { "id": "calai-v07", "file": "assets/hero-image.webp", "source_url": "https://www.calai.app/hero-image.webp", "source_page": "https://www.calai.app/", "title": "Scanner-to-result marketing pair", "platform": "website marketing; iPhone depiction", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "One image places scanner and nutrition result devices side by side.", "The matched pancake meal suggests an acquisition-to-breakdown story.", "No intermediate upload, latency or confirmation state is shown." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v07-annotated.jpg", "sources": [ "calai-27", "calai-01" ] }, { "id": "calai-v08", "file": "assets/food-db.webp", "source_url": "https://www.calai.app/food-db.webp", "source_page": "https://www.calai.app/", "title": "Website progress design variant", "platform": "website marketing; iPhone depiction", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Last weight and Days logged cards sit above date filters.", "The depicted chart has a selected point tooltip and a goal-edit pencil.", "Cheat-day chip is visible; its calculation and semantics are undocumented." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v08-annotated.jpg", "sources": [ "calai-28", "calai-01" ] }, { "id": "calai-v09", "file": "assets/dark-iphone-preview.webp", "source_url": "https://www.calai.app/dark-iphone-preview.webp", "source_page": "https://www.calai.app/", "title": "Dark home design variant", "platform": "website marketing; iPhone depiction", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Dark surfaces preserve the large calorie ring and three macro cards.", "Recent entries remain image-led; plus becomes light against dark surfaces.", "Today/Yesterday navigation and Analytics tab differ from other supplied art." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v09-annotated.jpg", "sources": [ "calai-29", "calai-01" ] }, { "id": "calai-v10", "file": "assets/analyzed.webp", "source_url": "https://www.calai.app/analyzed.webp", "source_page": "https://www.calai.app/", "title": "Expanded nutrition result", "platform": "iPhone depiction on official website", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Photo header has back, share and overflow controls.", "Serving value has a pencil; nutrition summary leads into Ingredients below.", "Bookmark, time and persistent Fix Results/Done affordances are visible." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v10-annotated.jpg", "sources": [ "calai-30", "calai-01" ] }, { "id": "calai-v11", "file": "assets/search-food-db.webp", "source_url": "https://www.calai.app/search-food-db.webp", "source_page": "https://www.calai.app/", "title": "Food database and reuse entry", "platform": "iPhone depiction on official website", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "All, My meals, My foods and Saved scans are visible tabs.", "Log empty food offers an escape from search; exact subsequent editor is not shown.", "Suggestion rows combine a serving unit, calories and a plus action." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v11-annotated.jpg", "sources": [ "calai-31", "calai-01" ] }, { "id": "calai-v12", "file": "assets/water.webp", "source_url": "https://www.calai.app/water.webp", "source_page": "https://www.calai.app/", "title": "Activity and water dashboard", "platform": "iPhone depiction on official website", "version_or_date": "Creation date/version unknown; retrieved 2026-10-07. Store listing version is not proof of image version.", "kind": "store-marketing", "observations": [ "Steps and calories-burned cards separate activity types.", "Water exposes minus, plus and a settings gear alongside amount and cups.", "Recent history interleaves food and a weight-lifting entry with time, intensity and duration." ], "limitations": "Vendor marketing artwork, not our native capture. Exact runtime, feature entitlement and intervening screens untested. Annotated derivative: assets/calai-v12-annotated.jpg", "sources": [ "calai-32", "calai-01" ] } ], "design_patterns": [ { "name": "Remaining-budget first", "observation": "Large calorie-left ring outranks meal list.", "implication": "Analyst interpretation: Makes the next food decision salient.", "tradeoff": "Hypothesis to test: Can hide cumulative intake and create anxiety if overages dominate.", "sources": [ "calai-21", "calai-29" ], "visual_ids": [ "calai-v01", "calai-v09" ] }, { "name": "Photo as record identity", "observation": "Meal imagery anchors history and detail.", "implication": "Analyst interpretation: Helps recognize a meal without remembering exact food name.", "tradeoff": "Hypothesis to test: Images do not establish portion or ingredient accuracy.", "sources": [ "calai-21", "calai-30" ], "visual_ids": [ "calai-v01", "calai-v10" ] }, { "name": "Explicit AI repair affordance", "observation": "Fix Results sits beside Done.", "implication": "Analyst interpretation: Normalizes correction rather than hiding uncertainty behind a score.", "tradeoff": "Hypothesis to test: Dialogue cost and correction memory must be tested.", "sources": [ "calai-23", "calai-30", "calai-16" ], "visual_ids": [ "calai-v03", "calai-v10" ] }, { "name": "Two repair granularities", "observation": "Serving control and nutrient-edit pencils coexist.", "implication": "Analyst interpretation: Separates portion changes from wrong nutrition assumptions.", "tradeoff": "Hypothesis to test: Potential calorie/macro inconsistency needs validation.", "sources": [ "calai-23" ], "visual_ids": [ "calai-v03" ] }, { "name": "Reusable record taxonomy", "observation": "My meals, My foods and Saved scans sit beside All.", "implication": "Analyst interpretation: Signals distinct reusable objects.", "tradeoff": "Hypothesis to test: Creation and propagation rules are not self-evident from tab labels.", "sources": [ "calai-31" ], "visual_ids": [ "calai-v11" ] }, { "name": "Daily carousel for activity", "observation": "Calories and activity/water occupy different home pages.", "implication": "Analyst interpretation: Preserves a focused primary dashboard.", "tradeoff": "Hypothesis to test: Secondary data may be missed without an obvious gesture cue.", "sources": [ "calai-21", "calai-32" ], "visual_ids": [ "calai-v01", "calai-v12" ] }, { "name": "Comparison with selective concealment", "observation": "Photo sharing offers Hide weight.", "implication": "Analyst interpretation: Users can reduce one sensitive overlay before sharing.", "tradeoff": "Hypothesis to test: Dates, body images and backgrounds may remain sensitive.", "sources": [ "calai-26" ], "visual_ids": [ "calai-v06" ] }, { "name": "History plus motivation", "observation": "Progress mixes weight charts with streaks or days-logged cards.", "implication": "Analyst interpretation: Offers process feedback beside body outcomes.", "tradeoff": "Hypothesis to test: Streak and cheat-day semantics may imply value judgments.", "sources": [ "calai-25", "calai-28" ], "visual_ids": [ "calai-v05", "calai-v08" ] }, { "name": "Multi-channel recovery", "observation": "Compare calai-f-restore, calai-f-export and calai-f-delete as separate recovery jobs.", "implication": "Analyst interpretation: Distinguish account identity, purchase entitlement and data rights.", "tradeoff": "Hypothesis to test: No single recovery center was verified; users must identify the right subsystem.", "sources": [ "calai-02", "calai-14", "calai-05" ], "visual_ids": [] } ], "questions": [ { "question": "Does a corrected serving/ingredient remain corrected after reopen, reuse, rescan and second-device sync?", "why_it_matters": "Durable correctness matters more than first scan speed.", "how_to_verify": "Use consented test account and weighed composite meal; compare all four return paths.", "priority": "high" }, { "question": "What are the current onboarding, trial, paywall and restore sequences per platform and acquisition channel?", "why_it_matters": "Store download-free is not feature-free.", "how_to_verify": "Record separate iOS/Android sessions without buying; capture price and billing interval presented.", "priority": "high" }, { "question": "Which micronutrients have targets and usable food-level data?", "why_it_matters": "Current science page prevents labeling micronutrients absent.", "how_to_verify": "Inspect target editor, result detail and nutrient reports; test missing-data display.", "priority": "high" }, { "question": "What does dedicated voice input support beyond OS dictation?", "why_it_matters": "See voice_logging; an accessible workflow remains unproven.", "how_to_verify": "Inspect microphone affordance and multi-item/correction grammar on both platforms.", "priority": "high" }, { "question": "How are custom recipes, My meals, My foods and Saved scans related?", "why_it_matters": "Reuse correctness depends on object model.", "how_to_verify": "Create one of each; change portions and ingredient amounts; inspect prior diary entries.", "priority": "high" }, { "question": "Do step/workout calories modify the budget, and how are duplicate sources reconciled?", "why_it_matters": "Duplicate activity can alter food decisions.", "how_to_verify": "Inspect toggles and reconcile one controlled workout across one then two writers.", "priority": "high" }, { "question": "Is Android on Google Fit or Health Connect, and what is synced in each direction?", "why_it_matters": "Documentation may lag platform evolution.", "how_to_verify": "Inspect current permissions and test weight, water, nutrition, steps and workouts separately.", "priority": "high" }, { "question": "Where are PDF export and account deletion, and what do they actually include?", "why_it_matters": "Policy rights are not self-service UX evidence.", "how_to_verify": "Export a synthetic week, verify totals/units, then test deletion only with explicit approval.", "priority": "high" }, { "question": "Can manual food entry work offline, and is photo inference cloud-dependent?", "why_it_matters": "Offline caching, writing and inference are distinct.", "how_to_verify": "After seeding history disable network; attempt new food, search, save and restart.", "priority": "medium" }, { "question": "What is paid versus available without entitlement?", "why_it_matters": "Exact limits change competitive parity.", "how_to_verify": "Inspect barcode, manual search, saved items, export and health permissions with separate subscription states.", "priority": "high" }, { "question": "Does the website expose a full diary after login?", "why_it_matters": "A login form alone is not a web nutrition app.", "how_to_verify": "With user-approved access inspect authenticated navigation; do not assume native parity.", "priority": "medium" }, { "question": "What is the health score formula and how are recommendations contextualized?", "why_it_matters": "Visible precision may overstate nutritional certainty.", "how_to_verify": "Open explanation/help and test controlled ingredient variations; do not infer medical validity.", "priority": "medium" }, { "question": "Are accessibility statements realized in the current native UI?", "why_it_matters": "Camera fallback and editable charts need usable screen-reader routes.", "how_to_verify": "Test VoiceOver/TalkBack, dynamic type, focus order, contrast and motor access on correction flow.", "priority": "high" }, { "question": "Can progress images and diary entries be shared privately without residual identifiers?", "why_it_matters": "Hide weight is only one privacy control.", "how_to_verify": "Inspect preview, share sheet, metadata and group audience defaults with synthetic photos.", "priority": "medium" } ] }, { "slug": "cronometer", "name": "Cronometer", "researched_at": "2026-10-07", "scope": "Public official-help desk research. iOS, Android and web; Basic, Gold and separate Pro. No account creation, purchase, live app testing or shared browser use.", "positioning": "Nutrition-data depth with reusable logging, optional AI capture, detailed targets and a separate professional workspace.", "mental_model": "Date-indexed diary of foods, exercise, biometrics and notes; reusable Foods library; target configuration; Discover reports; external data streams.", "platforms": [ "iOS", "Android", "Web" ], "limitations": [ "Official screenshots are demonstration records, not our tested sessions.", "Article updated_at is not a screenshot version date.", "Pro web quick-start contradicts dedicated Pro-mobile guide; mobile-specific guide is more directly applicable.", "Baseline activity advice differs between overview and newer platform-specific instructions.", "No price universalized; no checkout or subscription performed.", "Offline, learned expenditure and automated weekly check-ins not established.", "All 40 feature keys from the research contract are retained; not-found means unknown, not absent." ], "sources": [ { "id": "cr-01", "title": "Subscription Types", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360028026971.json", "retrieved_at": "2026-10-07T11:05:18.670607+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T15:12:21Z" }, { "id": "cr-02", "title": "Mobile - Quick Start Guide", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360021677792.json", "retrieved_at": "2026-10-07T11:05:18.849383+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-07T00:04:41Z" }, { "id": "cr-03", "title": "Web - Quick Start Guide", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360021897491.json", "retrieved_at": "2026-10-07T11:05:19.011249+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-02T19:25:36Z" }, { "id": "cr-04", "title": "Mobile - Add a Food", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018955211.json", "retrieved_at": "2026-10-07T11:05:19.242431+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-07T07:23:59Z" }, { "id": "cr-05", "title": "Mobile - Scan Food", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360020441392.json", "retrieved_at": "2026-10-07T11:05:19.483466+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-04T13:12:44Z" }, { "id": "cr-06", "title": "Mobile - Photo-Logging", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/39013533811092.json", "retrieved_at": "2026-10-07T11:05:19.675645+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-28T00:39:05Z" }, { "id": "cr-07", "title": "Mobile - Voice Logging", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/47549391461780.json", "retrieved_at": "2026-10-07T11:05:19.879135+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-01T01:43:37Z" }, { "id": "cr-08", "title": "Mobile - Siri Voice Logging", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/47664884315412.json", "retrieved_at": "2026-10-07T11:05:20.067748+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-30T10:28:04Z" }, { "id": "cr-09", "title": "Mobile - Diary Overview", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018593112.json", "retrieved_at": "2026-10-07T11:05:20.267882+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-04T16:44:42Z" }, { "id": "cr-10", "title": "Mobile - Edit Diary Entries", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019003171.json", "retrieved_at": "2026-10-07T11:05:20.402863+00:00", "evidence_type": "official-help", "published_or_updated": "2026-06-25T20:35:54Z" }, { "id": "cr-11", "title": "Mobile - Copy & Paste", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018695932.json", "retrieved_at": "2026-10-07T11:05:20.540502+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-28T14:25:45Z" }, { "id": "cr-12", "title": "Mobile - Create Custom Meal", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/16510542794004.json", "retrieved_at": "2026-10-07T11:05:20.705085+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-17T18:36:53Z" }, { "id": "cr-13", "title": "Mobile - Create a Custom Recipe", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019870111.json", "retrieved_at": "2026-10-07T11:05:20.873893+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-04T07:43:44Z" }, { "id": "cr-14", "title": "Mobile - Recipe Importer", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/4403966087828.json", "retrieved_at": "2026-10-07T11:05:21.036224+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-05T00:38:05Z" }, { "id": "cr-15", "title": "Mobile - Set a Cooked Recipe Weight", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/4407646573588.json", "retrieved_at": "2026-10-07T11:05:21.201403+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-01T04:28:28Z" }, { "id": "cr-16", "title": "Mobile - Macro & Energy Targets", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/33113157685652.json", "retrieved_at": "2026-10-07T11:05:21.353593+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T08:27:20Z" }, { "id": "cr-17", "title": "Mobile - Weight Goal", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/32978027080980.json", "retrieved_at": "2026-10-07T11:05:21.496413+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T17:55:15Z" }, { "id": "cr-18", "title": "Mobile - Energy Expenditure", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/33132110153492.json", "retrieved_at": "2026-10-07T11:05:21.621995+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T04:21:23Z" }, { "id": "cr-19", "title": "Mobile - Edit Nutrient Targets", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360020571571.json", "retrieved_at": "2026-10-07T11:05:21.744185+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T13:34:55Z" }, { "id": "cr-20", "title": "Data Sources", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018239472.json", "retrieved_at": "2026-10-07T11:05:21.886530+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-03T10:59:02Z" }, { "id": "cr-21", "title": "Mobile - Nutrition Report", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019864891.json", "retrieved_at": "2026-10-07T11:05:22.029562+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-16T19:14:15Z" }, { "id": "cr-22", "title": "Mobile - Charts", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019864311.json", "retrieved_at": "2026-10-07T11:05:22.167095+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-04T00:09:52Z" }, { "id": "cr-23", "title": "Mobile - Dashboard", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/10684426724116.json", "retrieved_at": "2026-10-07T11:05:22.304188+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-30T01:31:58Z" }, { "id": "cr-24", "title": "Devices Integration Overview", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018579072.json", "retrieved_at": "2026-10-07T11:05:22.432912+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-24T14:53:22Z" }, { "id": "cr-25", "title": "Apple Health & Apple Watch", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360020734212.json", "retrieved_at": "2026-10-07T11:05:22.563237+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T18:43:07Z" }, { "id": "cr-26", "title": "Health Connect", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/22731903751316.json", "retrieved_at": "2026-10-07T11:05:22.689473+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-30T20:25:06Z" }, { "id": "cr-27", "title": "Mobile - Account", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019870072.json", "retrieved_at": "2026-10-07T11:05:22.826444+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-18T22:44:08Z" }, { "id": "cr-28", "title": "Account Settings", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018760151.json", "retrieved_at": "2026-10-07T11:05:22.956494+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-25T20:38:30Z" }, { "id": "cr-29", "title": "How do I cancel my Gold Subscription?", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360028873772.json", "retrieved_at": "2026-10-07T11:05:23.087413+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-05T13:27:05Z" }, { "id": "cr-30", "title": "Mobile - Fasting", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360036016612.json", "retrieved_at": "2026-10-07T11:05:23.213419+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-05T17:36:41Z" }, { "id": "cr-31", "title": "Mobile - Notifications", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360051718511.json", "retrieved_at": "2026-10-07T11:05:23.355082+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-29T14:31:54Z" }, { "id": "cr-32", "title": "iOS Home Screen Widgets", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/4407693442324.json", "retrieved_at": "2026-10-07T11:05:23.484998+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-18T17:09:57Z" }, { "id": "cr-33", "title": "Android Home Screen Widgets", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/4417368926100.json", "retrieved_at": "2026-10-07T11:05:23.612088+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-26T17:41:51Z" }, { "id": "cr-34", "title": "Snapshots", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018570251.json", "retrieved_at": "2026-10-07T11:05:23.750184+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-04T20:34:43Z" }, { "id": "cr-35", "title": "Mobile - Sharing", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360058911291.json", "retrieved_at": "2026-10-07T11:05:23.890470+00:00", "evidence_type": "official-help", "published_or_updated": "2026-07-12T03:33:09Z" }, { "id": "cr-36", "title": "Pro Mobile - Getting Started", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/36866328492564.json", "retrieved_at": "2026-10-07T11:05:24.022128+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-02T17:26:08Z" }, { "id": "cr-37", "title": "Getting Started with Cronometer Pro", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360021361232.json", "retrieved_at": "2026-10-07T11:05:24.159617+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-14T01:49:36Z" }, { "id": "cr-38", "title": "Mobile - Crono Coach", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/49995994334100.json", "retrieved_at": "2026-10-07T11:05:24.304048+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-05T00:25:47Z" }, { "id": "cr-39", "title": "Mobile - Set Repeating Foods", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/16510562495764.json", "retrieved_at": "2026-10-07T11:05:24.462016+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-28T23:16:34Z" }, { "id": "cr-40", "title": "Mobile - Macro Scheduler", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/4406120372244.json", "retrieved_at": "2026-10-07T11:05:24.598056+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-10T16:58:01Z" }, { "id": "cr-41", "title": "Mobile - Water Tracking", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/18018883315988.json", "retrieved_at": "2026-10-07T11:05:24.745853+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T22:23:45Z" }, { "id": "cr-42", "title": "Mobile - Add Exercise", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360020448572.json", "retrieved_at": "2026-10-07T11:05:24.892115+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-04T12:59:50Z" }, { "id": "cr-43", "title": "Mobile - Add a Biometric", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360020717131.json", "retrieved_at": "2026-10-07T11:05:25.028349+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-01T05:22:53Z" }, { "id": "cr-44", "title": "Mobile - Fixed Targets", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/33231653421588.json", "retrieved_at": "2026-10-07T11:05:25.159467+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-02T19:42:14Z" }, { "id": "cr-45", "title": "Mobile - Diary Groups", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019002571.json", "retrieved_at": "2026-10-07T11:05:25.297861+00:00", "evidence_type": "official-help", "published_or_updated": "2026-06-25T20:35:23Z" }, { "id": "cr-46", "title": "Mobile - Create a Custom Food", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019866351.json", "retrieved_at": "2026-10-07T11:05:25.432179+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T16:23:16Z" }, { "id": "cr-47", "title": "Mobile - Foods Tab", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019865411.json", "retrieved_at": "2026-10-07T11:05:25.557868+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-06T21:00:21Z" }, { "id": "cr-48", "title": "Mobile - Daily Report", "url": "https://support.cronometer.com/api/v2/help_center/en-us/articles/32689033683220.json", "retrieved_at": "2026-10-07T11:05:25.703152+00:00", "evidence_type": "official-help", "published_or_updated": "2026-10-04T23:38:03Z" } ], "features": [ { "key": "onboarding", "label": "Profile-led onboarding", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Profile, activity and goal inform targets; email validation completes account creation.", "sources": [ "cr-02", "cr-03" ] }, { "key": "goal_setting", "label": "Weight goal and forecast", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Goal rate changes energy target; lower-energy warning requires acknowledgment.", "sources": [ "cr-17", "cr-03" ] }, { "key": "calorie_budget", "label": "Energy target and balance", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Weight-goal or custom target; expenditure-above-baseline is independently configurable.", "sources": [ "cr-16", "cr-48" ] }, { "key": "macro_targets", "label": "Ratios, fixed and keto", "status": "documented", "tier": "Basic; Gold scheduling", "platforms": "iOS; Android; Web", "detail": "Fixed grams need not equal energy target; Gold templates support day-specific targets.", "sources": [ "cr-44", "cr-40", "cr-01" ] }, { "key": "micronutrients", "label": "Editable micronutrient targets", "status": "documented", "tier": "Basic; Gold advanced analysis", "platforms": "iOS; Android; Web", "detail": "Minimum, maximum and visibility settings; unreported nutrients are not proof of zero intake.", "sources": [ "cr-19", "cr-01" ] }, { "key": "food_search", "label": "Filtered food search", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Category/source filters, favorites and multi-add with review.", "sources": [ "cr-04", "cr-03" ] }, { "key": "verified_database", "label": "Curated source provenance", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Vendor describes lab-analyzed sources and review of community submissions, not equal completeness for every food.", "sources": [ "cr-20" ] }, { "key": "barcode_scan", "label": "Barcode lookup", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web manual number lookup", "detail": "Camera lookup has manual-number fallback; web accepts barcode numbers in search.", "sources": [ "cr-05", "cr-20" ] }, { "key": "label_scan", "label": "Missing-barcode label capture", "status": "limited", "tier": "Not explicitly gated in scanner help", "platforms": "iOS; Android", "detail": "US-label autofill is documented within custom-food submission; not universal label OCR.", "sources": [ "cr-05" ] }, { "key": "photo_logging", "label": "AI photo matching", "status": "documented", "tier": "Gold", "platforms": "iOS; Android documentation; iOS screenshots", "detail": "See canonical workflow cr-f04.", "sources": [ "cr-06" ] }, { "key": "voice_logging", "label": "Voice and Siri logging", "status": "documented", "tier": "Gold", "platforms": "iOS; Android in-app; Siri iOS only", "detail": "In-app review before adding; Siri logs first and asks for later review.", "sources": [ "cr-07", "cr-08" ] }, { "key": "text_ai", "label": "Typed natural-language matching", "status": "documented", "tier": "Gold", "platforms": "iOS; Android", "detail": "Voice Log also accepts typed descriptions.", "sources": [ "cr-07" ] }, { "key": "quick_add", "label": "Group quick-add shortcuts", "status": "limited", "tier": "Basic diary groups; action gates vary", "platforms": "iOS; Android", "detail": "Documented shortcut configuration; calories-only quick-entry mode not established.", "sources": [ "cr-45" ] }, { "key": "portion_edit", "label": "Amount and serving edit", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Tap logged entry to edit quantity/unit; timestamps require Gold.", "sources": [ "cr-10", "cr-01" ] }, { "key": "meal_correction", "label": "Recipe and meal repair", "status": "documented", "tier": "Basic core; Gold repeating", "platforms": "iOS; Android", "detail": "Menu distinguishes original, copy, adjustment, explosion and deletion.", "sources": [ "cr-10" ] }, { "key": "history_favorites", "label": "Favorites and reusable library", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Favorite star and custom library support return visits; Recents removal is documented.", "sources": [ "cr-04", "cr-10" ] }, { "key": "copy_meals", "label": "Copy items, groups and days", "status": "documented", "tier": "Not gated in cited help", "platforms": "iOS; Android; Web", "detail": "Copy to Today shortcut; whole-day copies exclude imported activity/biometrics.", "sources": [ "cr-11", "cr-10" ] }, { "key": "saved_meals", "label": "Custom meals", "status": "documented", "tier": "Not gated in cited help", "platforms": "iOS; Android; Web", "detail": "Reusable collections differ from portioned recipes; retire preserves historical entries.", "sources": [ "cr-12" ] }, { "key": "recipes", "label": "Recipe construction", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Ingredient workflow, serving/weight basis and cooked-weight correction.", "sources": [ "cr-13", "cr-15", "cr-01" ] }, { "key": "recipe_import", "label": "URL and ingredient-list import", "status": "documented", "tier": "Gold", "platforms": "iOS; Android; Web", "detail": "Unmatched items must be corrected or removed before saving.", "sources": [ "cr-14" ] }, { "key": "meal_planning", "label": "Planning components", "status": "limited", "tier": "Basic manual diary; Gold repeats/scheduler/suggestions", "platforms": "iOS; Android; Web", "detail": "Reuse and scheduling exist; complete calendar meal-plan generator or grocery workflow not established.", "sources": [ "cr-39", "cr-40", "cr-47" ] }, { "key": "water", "label": "Drinking and total water", "status": "documented", "tier": "Basic; Gold custom container size", "platforms": "iOS; Android; Web", "detail": "Drinking-water widget differs from total water including foods.", "sources": [ "cr-41" ] }, { "key": "weight_trend", "label": "Weight chart", "status": "documented", "tier": "Basic chart; Gold advanced charts", "platforms": "iOS; Android; Web", "detail": "Single-metric chart defaults to weight; not evidence of an adaptive smoothed-weight algorithm.", "sources": [ "cr-22" ] }, { "key": "body_metrics", "label": "Biometrics", "status": "documented", "tier": "Basic standard; Gold custom/timestamps", "platforms": "iOS; Android; Web", "detail": "Search metric, enter value/unit and group; custom metrics reusable.", "sources": [ "cr-43", "cr-01" ] }, { "key": "progress_photos", "label": "Snapshots", "status": "documented", "tier": "Tier not established in snapshots article", "platforms": "Web; mobile Pro documented; mobile consumer tab visually present", "detail": "Upload JPG/PNG with title, note, vitals; consumer-mobile operation not verified.", "sources": [ "cr-34", "cr-36", "cr-21" ] }, { "key": "exercise_logging", "label": "Energy-oriented exercise log", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; Web", "detail": "Type, effort and duration estimate energy; no set/rep training-program claim.", "sources": [ "cr-42" ] }, { "key": "wearable_sync", "label": "Device integrations", "status": "documented", "tier": "Basic selected integrations", "platforms": "Web account links; iOS; Android", "detail": "Per-stream permissions and provider-specific limits; WHOOP strength training not imported in cited overview.", "sources": [ "cr-24", "cr-01" ] }, { "key": "health_platform_sync", "label": "Apple Health and Health Connect", "status": "documented", "tier": "Basic", "platforms": "iOS Apple Health; Android Health Connect", "detail": "Android imports exercise/biometrics and water; exports food/water and supported biometrics.", "sources": [ "cr-25", "cr-26" ] }, { "key": "adaptive_targets", "label": "Dynamic but not established learned targets", "status": "limited", "tier": "Basic; Gold scheduling", "platforms": "iOS; Android; Web", "detail": "Profile/activity/goal-dependent recalculation documented; intake-and-weight learned expenditure algorithm not established.", "sources": [ "cr-16", "cr-18" ] }, { "key": "weekly_review", "label": "Range-based nutrition review", "status": "limited", "tier": "Basic recent week; Gold custom range", "platforms": "iOS; Android; Web", "detail": "Nutrition averages and completeness filters documented; dedicated weekly check-in not established.", "sources": [ "cr-21" ] }, { "key": "fasting", "label": "Fasting scheduling and history", "status": "documented", "tier": "Gold", "platforms": "iOS; Android; Web", "detail": "Open-ended or timed fasts, recurrence, history and food-entry warning.", "sources": [ "cr-30" ] }, { "key": "reminders", "label": "Conditional logging reminders", "status": "documented", "tier": "Basic food/weight; Gold fasting", "platforms": "iOS; Android; Web email options", "detail": "Reminds if food/group remains unlogged; weight reminder follows seven days without entry.", "sources": [ "cr-31", "cr-28" ] }, { "key": "widgets", "label": "Home-screen widgets", "status": "documented", "tier": "Core widgets; Gold fasting", "platforms": "iOS; Android", "detail": "iOS docs list water/streaks in addition to energy/fasting; Android article lists energy/fasting only.", "sources": [ "cr-32", "cr-33" ] }, { "key": "offline_logging", "label": "Offline behavior", "status": "not-found", "tier": "Unknown", "platforms": "Unknown", "detail": "No offline durability/network-requirement claim established in retrieved official corpus.", "sources": [ "cr-02", "cr-09" ] }, { "key": "data_export", "label": "Raw CSV export", "status": "documented", "tier": "Basic raw export; Gold print reports", "platforms": "Web", "detail": "Date-ranged exports include daily nutrition, food/recipe entries and other data types.", "sources": [ "cr-28", "cr-01" ] }, { "key": "data_delete", "label": "Bulk or account deletion", "status": "documented", "tier": "Account control", "platforms": "iOS; Android; Web", "detail": "Irreversible delete by data type/date or entire account; separate Health Connect data deletion.", "sources": [ "cr-27", "cr-28", "cr-26" ] }, { "key": "subscription_cancel", "label": "Cancel renewal at purchase channel", "status": "documented", "tier": "Gold", "platforms": "Web; Apple subscriptions; Google Play", "detail": "Web Do Not Auto-Renew; app-store purchases managed at their original store.", "sources": [ "cr-29" ] }, { "key": "web_app", "label": "Browser application", "status": "documented", "tier": "Basic; Gold; Pro", "platforms": "Web", "detail": "Diary, Foods, Trends and account/device settings; useful export companion.", "sources": [ "cr-03", "cr-28" ] }, { "key": "social", "label": "Sharing with friends/professionals", "status": "limited", "tier": "Gold friends; Pro relationship", "platforms": "iOS; Android; Web", "detail": "Friends exchange foods/recipes, not diary access; professional access can be stopped.", "sources": [ "cr-35" ] }, { "key": "coaching", "label": "AI support and professional workspace", "status": "documented", "tier": "Gold Crono Coach; separate Pro subscription", "platforms": "iOS; Android; Web Pro", "detail": "Coach offers informational guidance; Pro is client management, not automatic human-coach service.", "sources": [ "cr-38", "cr-36", "cr-37" ] } ], "screens": [ { "id": "cr-s01", "name": "Activity onboarding", "area": "Onboarding", "entry": "Signup profile sequence", "primary_actions": [ "Select baseline", "Next", "Skip" ], "states": [ "Sedentary selected" ], "platform": "iOS visual; mobile documentation", "tier": "Basic", "evidence": "visual", "sources": [ "cr-02" ], "visual_ids": [ "cr-v01" ] }, { "id": "cr-s02", "name": "Diary", "area": "Logging", "entry": "Diary tab", "primary_actions": [ "Change date", "Add", "Open summary" ], "states": [ "Today", "Completed/incomplete" ], "platform": "iOS; Android", "tier": "Basic", "evidence": "visual", "sources": [ "cr-09", "cr-10" ], "visual_ids": [ "cr-v07" ] }, { "id": "cr-s03", "name": "Food search", "area": "Logging", "entry": "+ > Add Food", "primary_actions": [ "Search", "Filter", "Multi-add" ], "states": [ "Results", "Favorites", "Custom" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-04" ], "visual_ids": [] }, { "id": "cr-s04", "name": "Food detail", "area": "Logging", "entry": "Select search result", "primary_actions": [ "Change amount/unit", "Choose group", "Add to Diary" ], "states": [ "Favorite selected", "Source shown" ], "platform": "iOS visual; mobile docs", "tier": "Basic; Gold timestamp", "evidence": "visual", "sources": [ "cr-04" ], "visual_ids": [ "cr-v02" ] }, { "id": "cr-s05", "name": "Barcode camera", "area": "Logging", "entry": "+ > Scan Food", "primary_actions": [ "Scan", "Type Barcode" ], "states": [ "Matched", "Not found" ], "platform": "Mobile", "tier": "No gate stated", "evidence": "documented", "sources": [ "cr-05" ], "visual_ids": [] }, { "id": "cr-s06", "name": "Custom-food editor", "area": "Foods", "entry": "Foods > Create Food", "primary_actions": [ "Name", "Set serving", "Enter nutrients", "Save" ], "states": [ "Review", "Delete/Retire" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-46" ], "visual_ids": [] }, { "id": "cr-s07", "name": "Photo camera", "area": "AI logging", "entry": "+ > Photo Log", "primary_actions": [ "Capture", "Choose library" ], "states": [ "Camera; Beta badge in asset" ], "platform": "iOS visual; mobile docs", "tier": "Gold", "evidence": "visual", "sources": [ "cr-06" ], "visual_ids": [ "cr-v03" ] }, { "id": "cr-s08", "name": "Photo matched-food review", "area": "AI logging", "entry": "After photo recognition", "primary_actions": [ "Swap", "Search", "Create", "Add to Diary" ], "states": [ "Matches", "Suggested ingredients", "Editable serving links" ], "platform": "iOS visual; mobile docs", "tier": "Gold", "evidence": "visual", "sources": [ "cr-06" ], "visual_ids": [ "cr-v04", "cr-v05" ] }, { "id": "cr-s09", "name": "Voice description", "area": "AI logging", "entry": "+ > Voice Log", "primary_actions": [ "Speak/type", "Match Foods" ], "states": [ "Keyboard active; Beta in asset" ], "platform": "iOS visual; mobile docs", "tier": "Gold", "evidence": "visual", "sources": [ "cr-07" ], "visual_ids": [ "cr-v06" ] }, { "id": "cr-s10", "name": "Voice matched-food review", "area": "AI logging", "entry": "Match Foods", "primary_actions": [ "Edit description", "Swap/delete", "Add" ], "states": [ "Matches awaiting review" ], "platform": "Mobile", "tier": "Gold", "evidence": "documented", "sources": [ "cr-07" ], "visual_ids": [] }, { "id": "cr-s11", "name": "Diary entry actions", "area": "Correction", "entry": "Swipe right > menu", "primary_actions": [ "Edit original/copy", "Adjust", "Explode", "Delete" ], "states": [ "Recipe action menu open" ], "platform": "iOS visual; mobile docs", "tier": "Core; some Gold actions", "evidence": "visual", "sources": [ "cr-10" ], "visual_ids": [ "cr-v07" ] }, { "id": "cr-s12", "name": "Diary multi-select", "area": "Reuse", "entry": "Diary overflow > Multi-Select", "primary_actions": [ "Select", "Copy", "Create meal/recipe" ], "states": [ "Selection active" ], "platform": "Mobile", "tier": "No gate stated", "evidence": "documented", "sources": [ "cr-10", "cr-11", "cr-12" ], "visual_ids": [] }, { "id": "cr-s13", "name": "Custom-meal editor", "area": "Foods", "entry": "Foods > Create Meal", "primary_actions": [ "Add items", "Review", "Save" ], "states": [ "Saved", "Retire/delete choice" ], "platform": "Mobile", "tier": "No gate stated", "evidence": "documented", "sources": [ "cr-12" ], "visual_ids": [] }, { "id": "cr-s14", "name": "Recipe ingredient editor", "area": "Foods", "entry": "Foods > Create Recipe", "primary_actions": [ "Add ingredient", "Cooked weight", "Next" ], "states": [ "Ingredient list" ], "platform": "iOS visual; mobile docs", "tier": "Basic", "evidence": "visual", "sources": [ "cr-13", "cr-15" ], "visual_ids": [ "cr-v08" ] }, { "id": "cr-s15", "name": "Recipe serving setup", "area": "Foods", "entry": "Recipe editor > Next", "primary_actions": [ "Weight or servings basis", "Set size" ], "states": [ "Basis becomes fixed after save" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-13" ], "visual_ids": [] }, { "id": "cr-s16", "name": "Recipe importer", "area": "Foods", "entry": "Foods > Import Recipe", "primary_actions": [ "Paste URL/list", "Repair matches", "Save" ], "states": [ "Unresolved ingredient blocks save" ], "platform": "Mobile", "tier": "Gold", "evidence": "documented", "sources": [ "cr-14" ], "visual_ids": [] }, { "id": "cr-s17", "name": "Macro and energy targets", "area": "Targets", "entry": "More > Targets", "primary_actions": [ "Set macro mode", "Custom energy", "Breakdown" ], "states": [ "Ratios selected", "Custom energy" ], "platform": "iOS visual; mobile docs", "tier": "Basic", "evidence": "visual", "sources": [ "cr-16" ], "visual_ids": [ "cr-v09" ] }, { "id": "cr-s18", "name": "Weight goal", "area": "Targets", "entry": "More > Targets > Weight Goal", "primary_actions": [ "Set goal/rate", "Review forecast", "Save" ], "states": [ "Maintain", "Low-energy warning" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-17" ], "visual_ids": [] }, { "id": "cr-s19", "name": "Energy expenditure", "area": "Targets", "entry": "More > Targets", "primary_actions": [ "Set BMR", "Baseline", "TEF" ], "states": [ "Estimated/custom BMR" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-18" ], "visual_ids": [] }, { "id": "cr-s20", "name": "Nutrient-target editor", "area": "Targets", "entry": "More > Targets or report bar", "primary_actions": [ "Minimum", "Maximum", "Visibility" ], "states": [ "Default/custom" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-19" ], "visual_ids": [] }, { "id": "cr-s21", "name": "Macro scheduler", "area": "Targets", "entry": "More > Targets > Macro Scheduler", "primary_actions": [ "Create/copy template", "Schedule", "Edit Today" ], "states": [ "Recurring", "Single-day override" ], "platform": "Mobile", "tier": "Gold", "evidence": "documented", "sources": [ "cr-40" ], "visual_ids": [] }, { "id": "cr-s22", "name": "Discover dashboard", "area": "Review", "entry": "Discover > Dashboard", "primary_actions": [ "Choose cards", "Open Coach" ], "states": [ "Configurable cards" ], "platform": "Mobile", "tier": "Basic; Gold Coach", "evidence": "documented", "sources": [ "cr-23", "cr-38" ], "visual_ids": [] }, { "id": "cr-s23", "name": "Daily Report", "area": "Review", "entry": "Diary overflow or summary", "primary_actions": [ "Inspect contributors", "Edit nutrient target" ], "states": [ "Target met/exceeded/not set" ], "platform": "Mobile", "tier": "Basic; Gold advanced sections", "evidence": "documented", "sources": [ "cr-48", "cr-01" ], "visual_ids": [] }, { "id": "cr-s24", "name": "Nutrition Report", "area": "Review", "entry": "Discover > Report", "primary_actions": [ "Change range", "Open settings" ], "states": [ "Daily-average summary" ], "platform": "Android visual; mobile docs", "tier": "Basic week; Gold range", "evidence": "visual", "sources": [ "cr-21" ], "visual_ids": [ "cr-v10" ] }, { "id": "cr-s25", "name": "Report settings", "area": "Review", "entry": "Report gear", "primary_actions": [ "Include today/supplements", "Choose day type" ], "states": [ "All/nonempty/complete days" ], "platform": "Mobile", "tier": "Basic; Gold custom range", "evidence": "documented", "sources": [ "cr-21" ], "visual_ids": [] }, { "id": "cr-s26", "name": "Charts", "area": "Review", "entry": "Discover > Charts", "primary_actions": [ "Expand", "Filter", "Manage charts" ], "states": [ "Weight", "Energy", "Gold/custom" ], "platform": "Mobile", "tier": "Basic; Gold advanced", "evidence": "documented", "sources": [ "cr-22" ], "visual_ids": [] }, { "id": "cr-s27", "name": "Connect Apps & Devices", "area": "Integrations", "entry": "More > Connect Apps & Devices", "primary_actions": [ "Connect", "Set permissions", "Backfill" ], "states": [ "Connected/disconnected" ], "platform": "iOS Apple Health; Android Health Connect", "tier": "Basic", "evidence": "documented", "sources": [ "cr-25", "cr-26" ], "visual_ids": [] }, { "id": "cr-s28", "name": "Exercise entry", "area": "Activity", "entry": "+ > Add Exercise", "primary_actions": [ "Search", "Effort", "Duration", "Add" ], "states": [ "Database/custom" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-42" ], "visual_ids": [] }, { "id": "cr-s29", "name": "Biometric entry", "area": "Activity", "entry": "+ > Add Biometric", "primary_actions": [ "Select metric", "Value/unit", "Add" ], "states": [ "Standard/custom" ], "platform": "Mobile", "tier": "Basic; Gold custom", "evidence": "documented", "sources": [ "cr-43", "cr-01" ], "visual_ids": [] }, { "id": "cr-s30", "name": "Fasting settings/history", "area": "Fasting", "entry": "More > Fasting", "primary_actions": [ "Enable", "New fast", "Edit history" ], "states": [ "Scheduled/active/completed" ], "platform": "Mobile", "tier": "Gold", "evidence": "documented", "sources": [ "cr-30" ], "visual_ids": [] }, { "id": "cr-s31", "name": "Water widget/settings", "area": "Hydration", "entry": "Diary water widget", "primary_actions": [ "Add/remove", "Custom amount", "Goal" ], "states": [ "Drinking/total-water measures" ], "platform": "Mobile", "tier": "Basic; Gold container", "evidence": "documented", "sources": [ "cr-41" ], "visual_ids": [] }, { "id": "cr-s32", "name": "Account and deletion", "area": "Account", "entry": "More > Account", "primary_actions": [ "Privacy", "Bulk delete", "Delete account" ], "states": [ "Irreversible deletion" ], "platform": "Mobile; Web", "tier": "All accounts", "evidence": "documented", "sources": [ "cr-27", "cr-28" ], "visual_ids": [] }, { "id": "cr-s33", "name": "Export Data dialog", "area": "Account", "entry": "Web account data export", "primary_actions": [ "Choose range", "Choose data export" ], "states": [ "Include diary-group rows unchecked" ], "platform": "Web", "tier": "Basic", "evidence": "visual", "sources": [ "cr-28", "cr-01" ], "visual_ids": [ "cr-v11" ] }, { "id": "cr-s34", "name": "Gold/Pro profile switcher", "area": "Professional", "entry": "More > arrows next to name", "primary_actions": [ "Choose personal Gold", "Choose Pro" ], "states": [ "Pro selected; empty clients" ], "platform": "Android visual; mobile docs", "tier": "Pro", "evidence": "visual", "sources": [ "cr-36" ], "visual_ids": [ "cr-v12" ] }, { "id": "cr-s35", "name": "Crono Coach setup", "area": "Coaching", "entry": "Dashboard > Get Started", "primary_actions": [ "Goals/restrictions", "Notes", "Accept disclaimer" ], "states": [ "Initial setup", "Adjust settings", "Hide Coach" ], "platform": "Mobile", "tier": "Gold", "evidence": "documented", "sources": [ "cr-38" ], "visual_ids": [] }, { "id": "cr-s36", "name": "Repeating items", "area": "Foods", "entry": "Foods > Repeat Items", "primary_actions": [ "Configure recurrence", "Disable", "Delete" ], "states": [ "Scheduled", "Paused" ], "platform": "Mobile", "tier": "Gold", "evidence": "documented", "sources": [ "cr-39" ], "visual_ids": [] }, { "id": "cr-s37", "name": "Signup and email validation", "area": "Onboarding", "entry": "After plan review", "primary_actions": [ "Enter credentials", "Accept terms", "Validate email" ], "states": [ "Pending email confirmation" ], "platform": "Mobile", "tier": "Basic", "evidence": "documented", "sources": [ "cr-02" ], "visual_ids": [] }, { "id": "cr-s38", "name": "Siri external logging", "area": "External capture", "entry": "Enabled Siri shortcut", "primary_actions": [ "Describe food", "Review confirmation" ], "states": [ "Logged banner" ], "platform": "iOS external system surface", "tier": "Gold", "evidence": "documented", "sources": [ "cr-08" ], "visual_ids": [] } ], "flows": [ { "id": "cr-f01", "name": "Onboard and set goal", "job": "Establish initial targets", "preconditions": [ "New account" ], "steps": [ { "screen": "cr-s01", "action": "Enter profile/activity", "result": "Needs estimated" }, { "screen": "cr-s18", "action": "Set goal/rate", "result": "Forecast shown" }, { "screen": "cr-s37", "action": "Register and validate email", "result": "Account ready" } ], "branches": [ "Skip activity visible; downstream effect untested." ], "persistence": "Account stores profile; durability untested.", "friction": "Email handoff; warning interpretation.", "evidence": "documented", "sources": [ "cr-02", "cr-17" ], "visual_ids": [ "cr-v01" ] }, { "id": "cr-f02", "name": "Search and log", "job": "Record a known food", "preconditions": [ "Account" ], "steps": [ { "screen": "cr-s03", "action": "Search/filter", "result": "Candidate list" }, { "screen": "cr-s04", "action": "Set amount/unit/group", "result": "Nutrition preview" }, { "screen": "cr-s04", "action": "Add to Diary", "result": "Entry logged" } ], "branches": [ "Multi-add uses Review Items." ], "persistence": "Diary entry; untested.", "friction": "Similar labels can differ in nutrient coverage.", "evidence": "documented", "sources": [ "cr-04", "cr-20" ], "visual_ids": [ "cr-v02" ] }, { "id": "cr-f03", "name": "Barcode and missing-product repair", "job": "Log packaged food", "preconditions": [ "Camera access" ], "steps": [ { "screen": "cr-s05", "action": "Scan or type code", "result": "Match or missing-item prompt" }, { "screen": "cr-s06", "action": "Create New; capture label/front", "result": "Custom-food fields" }, { "screen": "cr-s06", "action": "Review and save", "result": "Food submitted for curation" } ], "branches": [ "US labels autofill; other formats require manual details." ], "persistence": "Custom food saved; publication follows review.", "friction": "Capture quality and serving data.", "evidence": "documented", "sources": [ "cr-05" ], "visual_ids": [] }, { "id": "cr-f04", "name": "Photo match and repair", "job": "Convert meal image into entries", "preconditions": [ "Gold" ], "steps": [ { "screen": "cr-s07", "action": "Capture/upload", "result": "Matched foods" }, { "screen": "cr-s08", "action": "Edit amounts; swap/add/delete", "result": "Reviewed candidates" }, { "screen": "cr-s08", "action": "Add to Diary", "result": "Committed entries" } ], "branches": [ "New photo replaces matches; Create makes meal/recipe." ], "persistence": "Documented diary result; not tested.", "friction": "Hidden ingredients remain user responsibility.", "evidence": "documented", "sources": [ "cr-06" ], "visual_ids": [ "cr-v03", "cr-v04", "cr-v05" ] }, { "id": "cr-f05", "name": "Voice or typed match", "job": "Use natural-language food entry", "preconditions": [ "Gold" ], "steps": [ { "screen": "cr-s09", "action": "Speak/type; Match Foods", "result": "Candidates" }, { "screen": "cr-s10", "action": "Repair portions/matches", "result": "Reviewed items" }, { "screen": "cr-s10", "action": "Add to Diary", "result": "Entries logged" } ], "branches": [ "Re-matching replaces prior matches." ], "persistence": "Diary save documented.", "friction": "Correction survival after re-match must be tested.", "evidence": "documented", "sources": [ "cr-07" ], "visual_ids": [ "cr-v06" ] }, { "id": "cr-f06", "name": "Siri log then review", "job": "Hands-free external capture", "preconditions": [ "Gold iOS; Shortcuts/Siri enabled" ], "steps": [ { "screen": "cr-s38", "action": "Invoke Siri and describe food", "result": "Confirmation banner" }, { "screen": "cr-s02", "action": "Reopen Cronometer", "result": "Siri reminder and marked items" }, { "screen": "cr-s04", "action": "Review logged item", "result": "Corrections available" } ], "branches": [ "Shortcut setup occurs outside app; exact failure UI unknown." ], "persistence": "Siri inserts entries before in-app review.", "friction": "Different trust boundary from in-app AI.", "evidence": "documented", "sources": [ "cr-08", "cr-10" ], "visual_ids": [] }, { "id": "cr-f07", "name": "Correct a logged meal", "job": "Repair entry without unintended history changes", "preconditions": [ "Existing diary entry" ], "steps": [ { "screen": "cr-s02", "action": "Tap entry", "result": "Amount/unit fields" }, { "screen": "cr-s11", "action": "Choose original/copy/adjust/explode", "result": "Chosen editing path" }, { "screen": "cr-s02", "action": "Review resulting diary", "result": "Nutrition changes" } ], "branches": [ "Completed day must be reopened; exact original-edit propagation requires test." ], "persistence": "Entry edit documented; historical scope not fully established.", "friction": "Similar editing actions demand scope comprehension.", "evidence": "documented", "sources": [ "cr-10" ], "visual_ids": [ "cr-v07" ] }, { "id": "cr-f08", "name": "Copy prior intake", "job": "Reuse yesterday or selected entries", "preconditions": [ "Prior diary data" ], "steps": [ { "screen": "cr-s12", "action": "Select entries; Copy", "result": "Clipboard selection" }, { "screen": "cr-s02", "action": "Navigate target date/group", "result": "Destination" }, { "screen": "cr-s02", "action": "Paste", "result": "Copied entries" } ], "branches": [ "Copy to Today shortcut; whole-day imported activity excluded." ], "persistence": "Target-date entries documented.", "friction": "Wrong date/group; clipboard lifetime untested.", "evidence": "documented", "sources": [ "cr-11", "cr-10" ], "visual_ids": [] }, { "id": "cr-f09", "name": "Save reusable meal", "job": "Bundle foods eaten together", "preconditions": [ "Foods or diary selection" ], "steps": [ { "screen": "cr-s13", "action": "Name; add portioned items", "result": "Meal draft" }, { "screen": "cr-s13", "action": "Review; Save Meal", "result": "Library meal" }, { "screen": "cr-s03", "action": "Find custom meal", "result": "Ready to log" } ], "branches": [ "Explode once/always; retire preserves history, delete removes it." ], "persistence": "Custom library and historical policy documented.", "friction": "Meal versus recipe distinction.", "evidence": "documented", "sources": [ "cr-12" ], "visual_ids": [] }, { "id": "cr-f10", "name": "Build portionable recipe", "job": "Reuse a cooked dish", "preconditions": [ "Ingredient information" ], "steps": [ { "screen": "cr-s14", "action": "Name/add ingredients", "result": "Full recipe" }, { "screen": "cr-s15", "action": "Choose serving basis", "result": "Portion model" }, { "screen": "cr-s14", "action": "Set cooked weight if needed; review/save", "result": "Searchable recipe" } ], "branches": [ "Serving/weight basis cannot switch after save." ], "persistence": "Library recipe; retirement preserves history.", "friction": "Weighing and unit consistency.", "evidence": "documented", "sources": [ "cr-13", "cr-15" ], "visual_ids": [ "cr-v08" ] }, { "id": "cr-f11", "name": "Import and resolve recipe", "job": "Reduce ingredient transcription", "preconditions": [ "Gold; URL or ingredient list" ], "steps": [ { "screen": "cr-s16", "action": "Import URL/list", "result": "Matched ingredients" }, { "screen": "cr-s16", "action": "Resolve flags; compare originals", "result": "Valid ingredient list" }, { "screen": "cr-s15", "action": "Confirm servings; review/save", "result": "Recipe saved" } ], "branches": [ "Manual list fallback when URL fails." ], "persistence": "Saved recipe documented.", "friction": "Unmatched items block save.", "evidence": "documented", "sources": [ "cr-14" ], "visual_ids": [] }, { "id": "cr-f12", "name": "Review a meaningful week", "job": "Interpret nutrient averages", "preconditions": [ "Logged days" ], "steps": [ { "screen": "cr-s02", "action": "Mark completed days in diary", "result": "Completeness metadata" }, { "screen": "cr-s24", "action": "Open Report", "result": "Period averages" }, { "screen": "cr-s25", "action": "Filter days/today/supplements", "result": "Adjusted comparison" } ], "branches": [ "Basic recent week; Gold custom periods." ], "persistence": "Report configuration, not tested longitudinally.", "friction": "Exclusion rules change denominator.", "evidence": "documented", "sources": [ "cr-21", "cr-10" ], "visual_ids": [ "cr-v10" ] }, { "id": "cr-f13", "name": "Adjust target without erasing history", "job": "Change future or one-day prescription", "preconditions": [ "Gold for scheduling" ], "steps": [ { "screen": "cr-s17", "action": "Choose macro/energy mode", "result": "Baseline settings" }, { "screen": "cr-s21", "action": "Copy template; schedule", "result": "Future-day targets" }, { "screen": "cr-s21", "action": "Edit Today when needed", "result": "Single-day override" } ], "branches": [ "Editing original can change past days; deleting template reverts all uses." ], "persistence": "Scope is explicitly documented.", "friction": "Energy target and fixed macro totals may diverge.", "evidence": "documented", "sources": [ "cr-40", "cr-44" ], "visual_ids": [ "cr-v09" ] }, { "id": "cr-f14", "name": "Connect health data and recover gaps", "job": "Bring activity into energy accounting", "preconditions": [ "Mobile app and provider permissions" ], "steps": [ { "screen": "cr-s27", "action": "Choose Apple Health/Health Connect", "result": "OS permission flow" }, { "screen": "cr-s27", "action": "Choose streams; allow", "result": "Connected" }, { "screen": "cr-s19", "action": "Review baseline; Apple backfill if needed", "result": "Expenditure updated" } ], "branches": [ "Android Stop Sync separate from deleting Health Connect data." ], "persistence": "Import/export documented, not live tested.", "friction": "Conflicting baseline advice across docs.", "evidence": "documented", "sources": [ "cr-25", "cr-26", "cr-18", "cr-24" ], "visual_ids": [] }, { "id": "cr-f15", "name": "Export before removing data", "job": "Retrieve or delete records", "preconditions": [ "Authenticated account; web for export" ], "steps": [ { "screen": "cr-s33", "action": "Choose period/type; export", "result": "CSV requested" }, { "screen": "cr-s32", "action": "Select range/types for bulk delete", "result": "Deletion selection" }, { "screen": "cr-s32", "action": "Confirm intended deletion", "result": "Irreversible removal" } ], "branches": [ "Full account deletion separate; exact confirmation dialogue untested." ], "persistence": "Documented irreversible deletion; actual file not generated.", "friction": "Web handoff and irreversible scope.", "evidence": "documented", "sources": [ "cr-28", "cr-27" ], "visual_ids": [ "cr-v11" ] }, { "id": "cr-f16", "name": "Cancel Gold renewal", "job": "Stop future billing", "preconditions": [ "Know purchase channel" ], "steps": [ { "screen": "cr-s32", "action": "Identify subscription source", "result": "Web/Apple/Google branch" }, { "screen": "cr-s32", "action": "Use web Do Not Auto-Renew or store cancellation", "result": "Renewal cancelled per docs" } ], "branches": [ "Store screens are external and not inspected; deletion is not assumed cancellation." ], "persistence": "End-of-term nonrenewal documented for web.", "friction": "Channel-dependent navigation.", "evidence": "documented", "sources": [ "cr-29", "cr-28" ], "visual_ids": [] }, { "id": "cr-f17", "name": "Repeat habitual foods", "job": "Reduce daily entry labor", "preconditions": [ "Gold" ], "steps": [ { "screen": "cr-s36", "action": "Foods > Repeat Items; configure days/portion", "result": "Recurrence" }, { "screen": "cr-s02", "action": "Tap Log Items prompt", "result": "Items logged" }, { "screen": "cr-s36", "action": "Disable recurrence when needed", "result": "Paused" } ], "branches": [ "Disable reversible; Delete removes recurrence." ], "persistence": "Schedule plus user-confirmed daily logging.", "friction": "Not silent auto-logging.", "evidence": "documented", "sources": [ "cr-39" ], "visual_ids": [] }, { "id": "cr-f18", "name": "Use Pro without confusing client and self", "job": "Manage a client context", "preconditions": [ "Pro account and accepted client" ], "steps": [ { "screen": "cr-s34", "action": "Switch Gold to Pro", "result": "Professional workspace" }, { "screen": "cr-s34", "action": "Choose client in Clients", "result": "Client context" }, { "screen": "cr-s02", "action": "View client diary", "result": "Client records displayed" } ], "branches": [ "Personal diary requires switching back; context label persists." ], "persistence": "Selected client context documented.", "friction": "Older web guide contradicts mobile availability.", "evidence": "documented", "sources": [ "cr-36", "cr-37" ], "visual_ids": [ "cr-v12" ] }, { "id": "cr-f19", "name": "Set up informational coaching", "job": "Interpret logged nutrition", "preconditions": [ "Gold" ], "steps": [ { "screen": "cr-s35", "action": "Get Started; goals/restrictions/notes", "result": "Personalization" }, { "screen": "cr-s35", "action": "Accept disclaimer", "result": "Coach enabled" }, { "screen": "cr-s22", "action": "Adjust settings or hide via Display", "result": "Configuration changed" } ], "branches": [ "Hiding card is documented opt-out; underlying processing deletion not established." ], "persistence": "Settings documented; advice quality untested.", "friction": "Guidance must not be confused with clinical care.", "evidence": "documented", "sources": [ "cr-38" ], "visual_ids": [] } ], "visuals": [ { "id": "cr-v01", "file": "assets/cr-v01.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50619449045268", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360021677792.json", "title": "Activity-level onboarding", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-10-07T00:04:41Z", "kind": "help-screenshot", "observations": [ "Step indicator and activity slider contextualize setup.", "Next is dominant; Skip remains visible." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-02" ] }, { "id": "cr-v02", "file": "assets/cr-v02.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50654990209556", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018955211.json", "title": "Food serving detail", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-10-07T07:23:59Z", "kind": "help-screenshot", "observations": [ "Serving fields sit above source and nutrient detail.", "Star and fixed bottom commit button are visible." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-04" ] }, { "id": "cr-v03", "file": "assets/cr-v03.png", "source_url": "https://support.cronometer.com/hc/article_attachments/39106542171028", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/39013533811092.json", "title": "Photo capture", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-09-28T00:39:05Z", "kind": "help-screenshot", "observations": [ "Camera offers shutter and library choices.", "Beta badge and source-added red arrows are visible." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-06" ] }, { "id": "cr-v04", "file": "assets/cr-v04.png", "source_url": "https://support.cronometer.com/hc/article_attachments/48694123590036", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/39013533811092.json", "title": "Photo review and extra ingredients", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-09-28T00:39:05Z", "kind": "help-screenshot", "observations": [ "Matches and optional suggested ingredients are separate.", "Create and Add to Diary offer distinct endpoints." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-06" ] }, { "id": "cr-v05", "file": "assets/cr-v05.png", "source_url": "https://support.cronometer.com/hc/article_attachments/39106496525716", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/39013533811092.json", "title": "Photo portion correction affordance", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-09-28T00:39:05Z", "kind": "help-screenshot", "observations": [ "Underlined serving values and swap icons repeat per row.", "Source red oval emphasizes an editable serving." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-06" ] }, { "id": "cr-v06", "file": "assets/cr-v06.png", "source_url": "https://support.cronometer.com/hc/article_attachments/47550150961044", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/47549391461780.json", "title": "Typed Voice Log input", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-10-01T01:43:37Z", "kind": "help-screenshot", "observations": [ "Typed description and keyboard precede Match Foods.", "Beta badge appears in this source asset." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-07" ] }, { "id": "cr-v07", "file": "assets/cr-v07.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50654931995796", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019003171.json", "title": "Recipe correction menu in diary", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-06-25T20:35:54Z", "kind": "help-screenshot", "observations": [ "Original, copy, adjust and explode coexist in one menu.", "Consumed/expenditure/remaining rings stay visible behind it." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-10" ] }, { "id": "cr-v08", "file": "assets/cr-v08.png", "source_url": "https://support.cronometer.com/hc/article_attachments/27058776299156", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019870111.json", "title": "Recipe ingredient editor", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-10-04T07:43:44Z", "kind": "help-screenshot", "observations": [ "Ingredients expose portions and database provenance.", "Cooked-weight action sits above fixed Next." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-13" ] }, { "id": "cr-v09", "file": "assets/cr-v09.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50698030152980", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/33113157685652.json", "title": "Energy and macro target settings", "platform": "iOS", "version_or_date": "App version/capture date unknown; article updated 2026-10-06T08:27:20Z", "kind": "help-screenshot", "observations": [ "Expanded calculation sits above Ratios/Fixed/Keto selector.", "Percent inputs display corresponding grams and calories." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-16" ] }, { "id": "cr-v10", "file": "assets/cr-v10.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50655866550164", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360019864891.json", "title": "Period nutrition report", "platform": "Android", "version_or_date": "App version/capture date unknown; article updated 2026-09-16T19:14:15Z", "kind": "help-screenshot", "observations": [ "Discover has Dashboard, Charts, Report and Snapshots tabs.", "Period averages use the same ring vocabulary as diary." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-21" ] }, { "id": "cr-v11", "file": "assets/cr-v11.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50598217501460", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/360018760151.json", "title": "Web export dialog", "platform": "Web", "version_or_date": "App version/capture date unknown; article updated 2026-09-25T20:38:30Z", "kind": "help-screenshot", "observations": [ "Separate export buttons distinguish records from daily summaries.", "Optional meal-group rows are unchecked in the example." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-28" ] }, { "id": "cr-v12", "file": "assets/cr-v12.png", "source_url": "https://support.cronometer.com/hc/article_attachments/50697239673364", "source_page": "https://support.cronometer.com/api/v2/help_center/en-us/articles/36866328492564.json", "title": "Pro profile switcher", "platform": "Android", "version_or_date": "App version/capture date unknown; article updated 2026-09-02T17:26:08Z", "kind": "help-screenshot", "observations": [ "Bottom sheet separates personal Gold from Pro.", "Pro selected; empty-client prompt behind sheet." ], "limitations": "Official demonstration asset, not our session. Existing red annotations are publisher-added. Article update does not date the UI.", "sources": [ "cr-36" ] } ], "design_patterns": [ { "name": "Review before commit", "observation": "AI results expose repair before diary insertion.", "implication": "Measure correction effort, not recognition alone.", "tradeoff": "Siri instead inserts before review.", "sources": [ "cr-06", "cr-07", "cr-08" ], "visual_ids": [ "cr-v04", "cr-v05", "cr-v06" ] }, { "name": "Provenance beside portion", "observation": "Food detail puts source near quantity.", "implication": "Data confidence can inform selection.", "tradeoff": "Users must distinguish coverage from accuracy.", "sources": [ "cr-04", "cr-20" ], "visual_ids": [ "cr-v02" ] }, { "name": "Same visual grammar across horizons", "observation": "Rings appear in diary and period reports.", "implication": "Daily and longitudinal views are recognizable.", "tradeoff": "Averages and daily values may look alike.", "sources": [ "cr-09", "cr-21" ], "visual_ids": [ "cr-v07", "cr-v10" ] }, { "name": "Explicit editing scopes", "observation": "Recipe menu distinguishes original/copy/adjust/explode.", "implication": "Power users can choose scope.", "tradeoff": "Choice increases accidental-history-change risk.", "sources": [ "cr-10" ], "visual_ids": [ "cr-v07" ] }, { "name": "Recipe physical model", "observation": "Ingredients and cooked weight coexist.", "implication": "Portioning respects final dish mass.", "tradeoff": "Requires measurements; serving basis locks.", "sources": [ "cr-13", "cr-15" ], "visual_ids": [ "cr-v08" ] }, { "name": "Transparent target arithmetic", "observation": "Expanded target breakdown precedes macro controls.", "implication": "Explain why calorie allowance changes.", "tradeoff": "Several independently configurable quantities.", "sources": [ "cr-16", "cr-44" ], "visual_ids": [ "cr-v09" ] }, { "name": "Export separated by data semantics", "observation": "Dialog separates summaries from entries.", "implication": "Analysts can choose appropriate granularity.", "tradeoff": "Web handoff interrupts mobile-only workflow.", "sources": [ "cr-28", "cr-21" ], "visual_ids": [ "cr-v11" ] }, { "name": "Professional context isolation", "observation": "Gold and Pro are explicit profile choices.", "implication": "Reduces self/client ambiguity.", "tradeoff": "Persistent client labels still need usability validation.", "sources": [ "cr-36" ], "visual_ids": [ "cr-v12" ] }, { "name": "Optional rather than presumed ingredients", "observation": "See cr-s08 and cr-v04 for the canonical observation.", "implication": "Encourages checking unseen ingredients.", "tradeoff": "Suggestion exposure can introduce false additions.", "sources": [ "cr-06" ], "visual_ids": [ "cr-v04" ] } ], "questions": [ { "question": "Does a corrected AI portion survive rematching, closing, restart and web sync?", "why_it_matters": "Core trust and durability.", "how_to_verify": "Gold test account; original photo, controlled changes, restart/read back.", "priority": "high" }, { "question": "How do original/edit-copy/adjust/explode affect historical recipe entries?", "why_it_matters": "Avoid retroactive corruption.", "how_to_verify": "Synthetic recipe logged on two dates; exercise each branch independently.", "priority": "high" }, { "question": "Which baseline advice applies to each current integration?", "why_it_matters": "Prevent double-counting activity.", "how_to_verify": "Compare guide versions; one tracker, known workout, inspect components.", "priority": "high" }, { "question": "What works offline, and how are sync conflicts resolved?", "why_it_matters": "Unknown from sources.", "how_to_verify": "Airplane-mode search/log/edit; reconnect; compare web.", "priority": "high" }, { "question": "Do all Gold AI and Coach features ship on both mobile platforms in this region?", "why_it_matters": "Help mobile labels do not guarantee rollout parity.", "how_to_verify": "Record app version, OS, country and account tier.", "priority": "high" }, { "question": "Does turning off Crono Coach stop processing or only hide its card?", "why_it_matters": "Privacy semantics.", "how_to_verify": "Inspect consent and privacy documentation; ask vendor.", "priority": "high" }, { "question": "Are barcode, saved meals and progress snapshots identically gated in Basic?", "why_it_matters": "Some feature pages omit explicit tier labels.", "how_to_verify": "Clean Basic account on iOS, Android and web.", "priority": "medium" }, { "question": "What happens to edited targets and records when Gold expires?", "why_it_matters": "Downgrade continuity.", "how_to_verify": "Use already expiring test subscription; export before/after, no purchase.", "priority": "medium" }, { "question": "Can deletion be completed without canceling store renewal?", "why_it_matters": "Prevent unexpected billing.", "how_to_verify": "Observe warnings without deleting paid real account; verify store state.", "priority": "high" }, { "question": "Are Siri errors visibly reversible and attributed after several external logs?", "why_it_matters": "Post-commit review risk.", "how_to_verify": "Controlled Siri phrases; inspect provenance and corrections.", "priority": "medium" }, { "question": "Is the Android widget list missing water/streak widgets or only underdocumented?", "why_it_matters": "Avoid unsupported platform absence claim.", "how_to_verify": "Inspect Android widget picker on current release.", "priority": "low" }, { "question": "What export columns, timezones and row identities are stable?", "why_it_matters": "Migration and auditability.", "how_to_verify": "Download sample CSV, reconcile entries and nutrition summaries.", "priority": "medium" } ] }, { "slug": "loseit", "name": "Lose It!", "researched_at": "2026-10-07T11:20:48.220654+00:00", "scope": "Desk research of current public official help/API and US iOS store assets; no signup, purchases, native app use or browser session. App identity is Lose It!, not Luze.", "positioning": "Calorie-budget-led weight management with optional paid input automation, nutrient goals, flexible schedules and broader health tracking.", "mental_model": "Set a weight plan → receive calorie budget → log foods into dated meal slots → compare intake/activity against budget → review goals and reuse prior foods. Premium extends targets and capture methods; it is not proven adaptive expenditure coaching.", "platforms": [ "iOS", "Android", "Web" ], "limitations": [ "All flows are documentation-derived unless explicitly visual; no end-to-end native tests.", "Nine useful official iOS marketing composites inspected; no Android or web screenshots.", "No coherent post-recognition correction sequence available visually.", "Unknown offline behavior, quick-add, body-progress photos and voice result correction.", "Store screenshot version is unknown despite current listing metadata.", "Official help differs on account-deletion effect on direct-web subscription; cancel explicitly through billing provider.", "Some docs retain legacy bottom-plus navigation while current store log differs." ], "sources": [ { "id": "li-01", "title": "Lose It! Membership Tiers & Pricing", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/51906523474708.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/51906523474708-Lose-It-Membership-Tiers-Pricing", "retrieved_at": "2026-10-07T11:05:13.892235+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-09T17:51:40Z" }, { "id": "li-02", "title": "How to Log Food in Lose It!", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49210381551380.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/49210381551380-How-to-Log-Food-in-Lose-It", "retrieved_at": "2026-10-07T11:05:14.067716+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-25T16:30:55Z" }, { "id": "li-03", "title": "How to Use the Nutrition Label Scanner", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/52164255037588.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/52164255037588-How-to-Use-the-Nutrition-Label-Scanner", "retrieved_at": "2026-10-07T11:05:14.227190+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-05T16:16:18Z" }, { "id": "li-04", "title": "How to Use the Barcode Scanner", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49209634235924.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/49209634235924-How-to-Use-the-Barcode-Scanner", "retrieved_at": "2026-10-07T11:05:14.488551+00:00", "evidence_type": "official-help", "published_or_updated": "2026-05-13T15:41:40Z" }, { "id": "li-05", "title": "How to Use Snap It", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/47771695186580.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/47771695186580-How-to-Use-Snap-It", "retrieved_at": "2026-10-07T11:05:14.772633+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T15:01:25Z" }, { "id": "li-06", "title": "Custom Foods", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49209748140052.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/49209748140052-Custom-Foods", "retrieved_at": "2026-10-07T11:05:14.991284+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T15:01:56Z" }, { "id": "li-07", "title": "Incorrect Food Data", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49210480663316.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/49210480663316-Incorrect-Food-Data", "retrieved_at": "2026-10-07T11:05:15.138015+00:00", "evidence_type": "official-help", "published_or_updated": "2026-09-04T17:43:08Z" }, { "id": "li-08", "title": "Intermittent Fasting", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49210295161620.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/49210295161620-Intermittent-Fasting", "retrieved_at": "2026-10-07T11:05:15.279149+00:00", "evidence_type": "official-help", "published_or_updated": "2026-06-17T15:04:02Z" }, { "id": "li-09", "title": "My Foods", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49210308470164.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/49210308470164-My-Foods", "retrieved_at": "2026-10-07T11:05:15.449647+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T15:12:49Z" }, { "id": "li-10", "title": "Using Recipes in Lose It!", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/47345201948052.json", "canonical_url": "https://loseit.zendesk.com/hc/en-us/articles/47345201948052-Using-Recipes-in-Lose-It", "retrieved_at": "2026-10-07T11:05:15.600374+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T15:12:30Z" }, { "id": "li-11", "title": "How to Plan 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US Apple App Store listing", "url": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "retrieved_at": "2026-10-07T11:08:41.510213+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-51", "title": "Apple US listing metadata and description", "url": "https://itunes.apple.com/lookup?id=297368629&country=us", "retrieved_at": "2026-10-07T11:08:41.664559+00:00", "evidence_type": "store-listing", "published_or_updated": "2026-09-30T13:11:25Z" }, { "id": "li-52", "title": "Previous Meals", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/49209714942996.json", "retrieved_at": "2026-10-07T11:08:42.147135+00:00", "evidence_type": "official-help", "published_or_updated": "2026-08-04T14:55:31Z" }, { "id": "li-53", "title": "Tracking Nutrients", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/47273196503572.json", "retrieved_at": "2026-10-07T11:08:42.634685+00:00", "evidence_type": "official-help", "published_or_updated": "2026-07-14T17:34:43Z" }, { "id": "li-54", "title": "How to Start a New Weight Loss Plan", "url": "https://loseit.zendesk.com/api/v2/help_center/en-us/articles/47649627723540.json", "retrieved_at": "2026-10-07T11:08:43.091178+00:00", "evidence_type": "official-help", "published_or_updated": "2026-04-01T16:11:50Z" }, { "id": "li-55", "title": "Official store image: Log Every Meal", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/5b/46/f9/5b46f98d-5464-4441-0e1c-087debabe39b/SC-2.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:43.238605+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-56", "title": "Official store image: Snap Your Food", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/73/54/b5/7354b5e8-ff0f-58fc-2fbe-6347980854dd/SC-3.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:43.379000+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-57", "title": "Official store image: Lose Weight", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/59/b5/ac/59b5ac74-d510-9833-85a1-e73b0587ee5a/SC-4.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:43.522208+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-58", "title": "Official store image: Voice Logging", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/5d/6a/18/5d6a1864-7bbb-7c14-0b88-bad8cabeb994/SC-5.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:43.664145+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-59", "title": "Official store image: Scan Barcodes", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/12/7b/6a/127b6a1c-c772-fc07-046c-b444dde77ca0/SC-6.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:43.802611+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-60", "title": "Official store image: Learn About Macros", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/10/f3/28/10f32834-5ac2-d585-95e5-9466b641af4b/SC-7.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:43.945560+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-61", "title": "Official store image: Sync Fitness Apps", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/23/0a/03/230a03aa-568e-a2c2-eef7-e01d71d7c271/SC-8.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:44.068989+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-62", "title": "Official store image: Support Groups", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/d0/47/70/d04770c7-415d-9bdb-791f-d4e271c56e05/SC-9.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:44.187386+00:00", "evidence_type": "store-listing", "published_or_updated": null }, { "id": "li-63", "title": "Official store image: Customized Recipes", "url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/ca/7e/5d/ca7e5d86-78d0-f3aa-73fd-47890c65c5f3/SC-10.jpg/900x0w.jpg", "retrieved_at": "2026-10-07T11:08:44.310213+00:00", "evidence_type": "store-listing", "published_or_updated": null } ], "features": [ { "key": "onboarding", "label": "Onboarding", "status": "limited", "tier": "Basic", "platforms": "iOS; Android; web", "detail": "Profile-to-budget setup documented; fresh-install question sequence not inspected. Return survey can be bypassed by restarting.", "sources": [ "li-51", "li-46" ] }, { "key": "goal_setting", "label": "Weight goal and plan", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; web", "detail": "Start/current/goal weight and plan dates editable; calorie schedules restrict some web edits.", "sources": [ "li-12", "li-54" ] }, { "key": "calorie_budget", "label": "Calorie budget", "status": "documented", "tier": "Basic; Premium schedules", "platforms": "iOS; Android; web", "detail": "BMR × activity estimate less rate-dependent deficit; editable settings and minimum-budget threshold.", "sources": [ "li-14", "li-15" ] }, { "key": "macro_targets", "label": "Macro targets", "status": "limited", "tier": "Premium", "platforms": "iOS; Android; web", "detail": "Gram targets or percentage ranges; no different targets by weekday or macro cycling.", "sources": [ "li-13" ] }, { "key": "micronutrients", "label": "Additional nutrients", "status": "limited", "tier": "Tier of detailed views not explicit", "platforms": "iOS; Android", "detail": "18 additional nutrients viewable but no dedicated individual goals; availability depends on food data.", "sources": [ "li-53" ] }, { "key": "food_search", "label": "Food search", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; web", "detail": "Public search alongside My Foods, Meals, Recipes; serving unit and quantity before commit.", "sources": [ "li-02" ] }, { "key": "verified_database", "label": "Verified foods", "status": "documented", "tier": "Basic; scanner Premium", "platforms": "iOS; Android", "detail": "Green-check curated subset, not a guarantee for every database entry; verified-only filter.", "sources": [ "li-07" ] }, { "key": "barcode_scan", "label": "Scan It", "status": "documented", "tier": "Premium", "platforms": "iOS; Android", "detail": "English device language required; result still requires portion selection and confirmation.", "sources": [ "li-01", "li-04" ] }, { "key": "label_scan", "label": "Label Autofill", "status": "documented", "tier": "Premium", "platforms": "iOS; Android", "detail": "Version 16.6.601 onward: camera Autofill within custom-food creation or Edit Nutrition.", "sources": [ "li-03" ] }, { "key": "photo_logging", "label": "Snap It", "status": "documented", "tier": "Premium", "platforms": "iOS; Android", "detail": "Photo or gallery image produces candidates and serving estimates; Swap and Edit before save.", "sources": [ "li-05" ] }, { "key": "voice_logging", "label": "Say It", "status": "limited", "tier": "Premium", "platforms": "Mobile; iOS visual", "detail": "English voice logging documented; result correction and confirmation sequence not fully evidenced.", "sources": [ "li-01", "li-02", "li-58" ] }, { "key": "text_ai", "label": "Text-based import", "status": "limited", "tier": "Not established", "platforms": "Mobile", "detail": "Recipe Text Importer matches ingredient text. General conversational typed meal logging not established.", "sources": [ "li-47" ] }, { "key": "quick_add", "label": "Quick calorie add", "status": "not-found", "tier": "Unknown", "platforms": "Unknown", "detail": "No dedicated quick-add workflow located in reviewed current help.", "sources": [ "li-02" ] }, { "key": "portion_edit", "label": "Serving adjustment", "status": "documented", "tier": "Basic; Snap It Premium", "platforms": "iOS; Android; web", "detail": "Select serving unit/quantity; Snap It serving estimate editable before final save.", "sources": [ "li-02", "li-05" ] }, { "key": "meal_correction", "label": "Correct log and food data", "status": "documented", "tier": "Basic; Autofill Premium", "platforms": "iOS; Android", "detail": "Delete individual or whole meal; edit food nutrition and timestamps. Retroactive propagation untested.", "sources": [ "li-07", "li-41", "li-49" ] }, { "key": "history_favorites", "label": "Personal food history", "status": "documented", "tier": "Basic", "platforms": "iOS; Android; web", "detail": "My Foods is automatically populated by logged/custom foods, not an independently curated bookmark list.", "sources": [ "li-09" ] }, { "key": "copy_meals", "label": "Reuse previous meals", "status": "limited", "tier": "Not explicitly gated", "platforms": "iOS; Android", "detail": "Previous Meals re-logs recent meals; cross-day bulk-copy behavior not established.", "sources": [ "li-52" ] }, { "key": "saved_meals", "label": "Reusable meal templates", "status": "documented", "tier": "Basic recipes", "platforms": "iOS; Android", "detail": "Convert logged meal to recipe. Distinct named Saved Meals object not established.", "sources": [ "li-10" ] }, { "key": "recipes", "label": "Recipes", "status": "documented", "tier": "Basic manual recipes", "platforms": "iOS; Android; web", "detail": "Ingredient list with total yield and portion size. Meal-to-recipe conversion mobile only.", "sources": [ "li-10" ] }, { "key": "recipe_import", "label": "Recipe importing", "status": "limited", "tier": "Not established", "platforms": "Mobile", "detail": "Web-import failure documented; Text Importer fallback accepts copied ingredients. Tier and review flow unclear.", "sources": [ "li-47" ] }, { "key": "meal_planning", "label": "Planned foods", "status": "limited", "tier": "Premium", "platforms": "iOS; Android; web", "detail": "Future foods marked planned; same-day planned state mobile only. No strategy-generated meal plans.", "sources": [ "li-11", "li-40" ] }, { "key": "water", "label": "Water goals", "status": "limited", "tier": "Premium", "platforms": "iOS; Android; web", "detail": "Goal plus Log tracker; fixed serving units; Apple Health read-only water path.", "sources": [ "li-22" ] }, { "key": "weight_trend", "label": "Weight progress", "status": "documented", "tier": "Basic; Highlights Premium", "platforms": "iOS visual; mobile/web plan", "detail": "Goals chart, weekly rate and milestones visible; no verified smoothing algorithm.", "sources": [ "li-57", "li-21" ] }, { "key": "body_metrics", "label": "Body metrics", "status": "documented", "tier": "Premium custom goals", "platforms": "iOS; Android", "detail": "Body fat/BMI and blood pressure/glucose supported; Android timestamp fix documented in 18.4.600.", "sources": [ "li-23", "li-45" ] }, { "key": "progress_photos", "label": "Progress photographs", "status": "not-found", "tier": "Unknown", "platforms": "Unknown", "detail": "No body-progress-photo workflow established. Food photos do not establish this feature.", "sources": [ "li-05" ] }, { "key": "exercise_logging", "label": "Exercise logging", "status": "documented", "tier": "Basic manual logging", "platforms": "iOS; Android; web", "detail": "Exercise details can be recorded without crediting burn; controls differ by platform.", "sources": [ "li-27" ] }, { "key": "wearable_sync", "label": "Wearable sync", "status": "limited", "tier": "Garmin Premium; Apple Watch exception", "platforms": "iOS; Android; web connection", "detail": "Garmin authorization and custom-goal prerequisites documented; bonus is distinct from raw workout credit.", "sources": [ "li-25", "li-26" ] }, { "key": "health_platform_sync", "label": "Health hubs", "status": "limited", "tier": "Apple Health base sync free; custom goals Premium", "platforms": "iOS Apple Health; Android Health Connect", "detail": "Permission-specific directional sync; Apple Health history cannot be backfilled.", "sources": [ "li-23", "li-24" ] }, { "key": "adaptive_targets", "label": "Target adjustments", "status": "limited", "tier": "Basic", "platforms": "iOS; Android; web", "detail": "Recalculates with weight and maintenance transition; no intake/weight-learned expenditure algorithm established.", "sources": [ "li-16" ] }, { "key": "weekly_review", "label": "Review and reports", "status": "documented", "tier": "Premium Highlights/automatic reports", "platforms": "Mobile; manual email iOS only", "detail": "Daily/weekly calorie breakdown, Highlights after seven logged days, and scheduled reports.", "sources": [ "li-20", "li-21", "li-39" ] }, { "key": "fasting", "label": "Intermittent fasting", "status": "limited", "tier": "Premium", "platforms": "iOS; Android only", "detail": "Fixed hours across chosen days; manual timer start/stop, 22-hour maximum, no consolidated history dashboard.", "sources": [ "li-37", "li-38" ] }, { "key": "reminders", "label": "Reminders", "status": "documented", "tier": "Premium fasting reminders", "platforms": "iOS; Android", "detail": "Start/end fasting notifications configured under Profile > Reminders; broader reminders not audited.", "sources": [ "li-37" ] }, { "key": "widgets", "label": "Widgets", "status": "limited", "tier": "Not explicit", "platforms": "iOS; Android", "detail": "Home widgets on both; customization restricted to three iOS widget types.", "sources": [ "li-35", "li-36" ] }, { "key": "offline_logging", "label": "Offline behavior", "status": "not-found", "tier": "Unknown", "platforms": "Unknown", "detail": "No verified offline persistence, cached database or offline AI contract located.", "sources": [] }, { "key": "data_export", "label": "Data export", "status": "limited", "tier": "Full-export gate not stated; scheduled reports Premium", "platforms": "Web export; iOS manual reports", "detail": "Full history and individual goal export; no data import; goal exports have no date-range filter.", "sources": [ "li-28", "li-39" ] }, { "key": "data_delete", "label": "Account deletion", "status": "documented", "tier": "All accounts", "platforms": "iOS; Android; web", "detail": "Irreversible account closure includes other FitNow apps; device app must also be removed.", "sources": [ "li-29" ] }, { "key": "subscription_cancel", "label": "Subscription cancellation", "status": "documented", "tier": "Paid/trial", "platforms": "Apple; Google Play; web Stripe", "detail": "Must use purchase origin; new US 2026 purchases may use Stripe even when initiated inside app.", "sources": [ "li-30" ] }, { "key": "web_app", "label": "Web application", "status": "limited", "tier": "Basic; Premium feature-dependent", "platforms": "Web", "detail": "Food logging, custom foods, recipes, goals and exports documented; not full mobile parity.", "sources": [ "li-06", "li-12", "li-28" ] }, { "key": "social", "label": "Friends and groups", "status": "documented", "tier": "Basic community", "platforms": "iOS; Android; web", "detail": "Friend invites by email and accept/ignore; Discover groups visibly shown in marketing.", "sources": [ "li-42", "li-43", "li-62" ] }, { "key": "coaching", "label": "Guidance and courses", "status": "limited", "tier": "Courses separately purchased", "platforms": "English mobile only", "detail": "Text-based lessons and nutrition strategies; no verified human-coach service.", "sources": [ "li-19", "li-44" ] } ], "screens": [ { "id": "li-s-dashboard", "name": "Dashboard favorites", "area": "Review", "entry": "Bottom Dashboard", "primary_actions": [ "Review cards", "Edit favorites" ], "states": [ "Calorie week bars", "Nutrient rings", "Macro distribution", "Streak" ], "platform": "iOS visual", "tier": "Mixed", "evidence": "visual", "sources": [ "li-60" ], "visual_ids": [ "li-v07" ] }, { "id": "li-s-log", "name": "Daily Log", "area": "Logging", "entry": "Bottom Log", "primary_actions": [ "Change date", "Add Food", "Meal menu" ], "states": [ "Budget ring", "Food/exercise totals", "Meal groups" ], "platform": "iOS visual; Android documented", "tier": "Basic", "evidence": "visual", "sources": [ "li-20", "li-55" ], "visual_ids": [ "li-v02" ] }, { "id": "li-s-goals", "name": "Goals overview", "area": "Goals", "entry": "Bottom Goals", "primary_actions": [ "Record weight", "Change range", "Review milestone" ], "states": [ "Weight summary", "Journey", "More Goals" ], "platform": "iOS visual", "tier": "Mixed", "evidence": "visual", "sources": [ "li-57" ], "visual_ids": [ "li-v04" ] }, { "id": "li-s-discover", "name": "Discover groups", "area": "Community", "entry": "Bottom Discover", "primary_actions": [ "Select Feed/Courses/Groups/Friends", "Filter posts" ], "states": [ "Community introduction", "Post feed" ], "platform": "iOS visual", "tier": "Basic community", "evidence": "visual", "sources": [ "li-62" ], "visual_ids": [ "li-v09" ] }, { "id": "li-s-profile", "name": "Profile settings", "area": "Settings", "entry": "Top-right profile", "primary_actions": [ "Automatic Tracking", "Insights", "Export Data" ], "states": [ "Grouped setting sections" ], "platform": "iOS visual", "tier": "Mixed", "evidence": "visual", "sources": [ "li-61" ], "visual_ids": [ "li-v08" ] }, { "id": "li-s-search", "name": "Add Food search", "area": "Logging", "entry": "Log > Add Food", "primary_actions": [ "Search", "Select My Foods/Meals/Recipes", "Scan/Snap/Say" ], "states": [ "Search results", "Verified filter" ], "platform": "iOS; Android; web subset", "tier": "Basic; smart input Premium", "evidence": "documented", "sources": [ "li-02", "li-07" ], "visual_ids": [] }, { "id": "li-s-food", "name": "Food detail and portion", "area": "Logging", "entry": "Select search result", "primary_actions": [ "Set unit and amount", "Edit Nutrition", "Add/Save" ], "states": [ "Nutrition", "Log Details" ], "platform": "iOS; Android; web subset", "tier": "Basic", "evidence": "documented", "sources": [ "li-02", "li-49" ], "visual_ids": [] }, { "id": "li-s-scan", "name": "Scan It camera", "area": "Logging", "entry": "Add Food > Scan It", "primary_actions": [ "Align barcode", "Close", "Flash" ], "states": [ "Framing reticle", "Marketing nutrition overlay" ], "platform": "iOS visual; Android documented", "tier": "Premium", "evidence": "visual", "sources": [ "li-04", "li-59" ], "visual_ids": [ "li-v06" ] }, { "id": "li-s-snap", "name": "Snap It camera", "area": "Logging", "entry": "Add Food > Snap It", "primary_actions": [ "Capture", "Upload image", "Flash", "Close" ], "states": [ "Camera reticle", "Gallery shortcut" ], "platform": "iOS visual; Android documented", "tier": "Premium", "evidence": "visual", "sources": [ "li-05", "li-56" ], "visual_ids": [ "li-v03" ] }, { "id": "li-s-snap-review", "name": "Snap It results", "area": "Logging", "entry": "Photo analysis", "primary_actions": [ "Swap", "Edit serving", "Save" ], "states": [ "Detected foods", "Estimated portions", "Optional alternatives" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "li-05" ], "visual_ids": [] }, { "id": "li-s-say", "name": "Say It listening", "area": "Logging", "entry": "Add Food > Say It", "primary_actions": [ "Stop recording", "Close" ], "states": [ "Listening label", "Transcript", "Circular stop control" ], "platform": "iOS visual", "tier": "Premium", "evidence": "visual", "sources": [ "li-58" ], "visual_ids": [ "li-v05" ] }, { "id": "li-s-edit-nutrition", "name": "Edit Nutrition", "area": "Correction", "entry": "Food detail", "primary_actions": [ "Change nutrient values", "Camera Autofill", "Save" ], "states": [ "Manual fields", "Label input" ], "platform": "iOS; Android", "tier": "Basic; camera Premium", "evidence": "documented", "sources": [ "li-07", "li-03" ], "visual_ids": [] }, { "id": "li-s-custom-foods", "name": "Custom Foods manager", "area": "Food library", "entry": "Profile > Foods > Custom Foods", "primary_actions": [ "Create", "Edit", "Delete" ], "states": [ "Existing custom entries" ], "platform": "iOS; Android; web", "tier": "Basic", "evidence": "documented", "sources": [ "li-06" ], "visual_ids": [] }, { "id": "li-s-custom-editor", "name": "Custom Food editor", "area": "Food library", "entry": "Custom Foods > +/New", "primary_actions": [ "Enter nutrition", "Share with community", "Save" ], "states": [ "New food", "Edited food" ], "platform": "iOS; Android; web", "tier": "Basic; Autofill Premium", "evidence": "documented", "sources": [ "li-06", "li-03" ], "visual_ids": [] }, { "id": "li-s-my-foods", "name": "My Foods manager", "area": "Food library", "entry": "Profile > Foods > My Foods", "primary_actions": [ "Select entries", "Remove" ], "states": [ "Automatically accumulated foods" ], "platform": "iOS; Android; web", "tier": "Basic", "evidence": "documented", "sources": [ "li-09" ], "visual_ids": [] }, { "id": "li-s-previous", "name": "Previous Meals", "area": "Reuse", "entry": "Add Food > Meals", "primary_actions": [ "Choose past meal", "Add" ], "states": [ "Meal-time filtered", "Unfiltered" ], "platform": "iOS; Android", "tier": "Not specified", "evidence": "documented", "sources": [ "li-52" ], "visual_ids": [] }, { "id": "li-s-recipe-list", "name": "Recipes library", "area": "Reuse", "entry": "Profile > Foods > Recipes", "primary_actions": [ "Create recipe", "Open recipe" ], "states": [ "Saved recipes" ], "platform": "iOS; Android; web", "tier": "Basic manual creation", "evidence": "documented", "sources": [ "li-10" ], "visual_ids": [] }, { "id": "li-s-recipe", "name": "Recipe detail", "area": "Reuse", "entry": "Open recipe", "primary_actions": [ "Edit", "View all nutrients", "Share", "Delete" ], "states": [ "Ingredients", "Nutrition", "Notes" ], "platform": "iOS visual", "tier": "Basic manual recipes", "evidence": "visual", "sources": [ "li-63" ], "visual_ids": [ "li-v10" ] }, { "id": "li-s-recipe-builder", "name": "Recipe builder", "area": "Reuse", "entry": "Recipes > create", "primary_actions": [ "Set yield", "Add ingredients", "Set portion", "Save" ], "states": [ "Ingredient search", "Text Importer fallback" ], "platform": "iOS; Android; web subset", "tier": "Basic manual; importer unspecified", "evidence": "documented", "sources": [ "li-10", "li-47" ], "visual_ids": [] }, { "id": "li-s-goal-plan", "name": "Weight plan settings", "area": "Goals", "entry": "Profile > Program > Goal", "primary_actions": [ "Edit weights/date", "Start new plan" ], "states": [ "Start/current/goal weight" ], "platform": "iOS; Android; web", "tier": "Basic", "evidence": "documented", "sources": [ "li-12", "li-54" ], "visual_ids": [] }, { "id": "li-s-reset", "name": "New plan setup", "area": "Goals", "entry": "Goal > Start Fresh & Reset Plan", "primary_actions": [ "Keep/Clear data display", "Set current/goal weight", "Select rate" ], "states": [ "Restart flow" ], "platform": "iOS; Android; web differences", "tier": "Basic", "evidence": "documented", "sources": [ "li-54" ], "visual_ids": [] }, { "id": "li-s-return", "name": "Returning-user survey", "area": "Onboarding", "entry": "After 3–4 weeks without logging", "primary_actions": [ "Answer questions", "OS force-close workaround" ], "states": [ "No in-app skip documented" ], "platform": "iOS; Android", "tier": "Not specified", "evidence": "documented", "sources": [ "li-46" ], "visual_ids": [] }, { "id": "li-s-budget", "name": "Budget settings", "area": "Goals", "entry": "Profile > Program > Budget", "primary_actions": [ "Activity Level", "Weekly Rate", "Minimum Average Budget" ], "states": [ "Calculated budget", "Maintenance option" ], "platform": "iOS; Android; web subset", "tier": "Basic", "evidence": "documented", "sources": [ "li-14", "li-26" ], "visual_ids": [] }, { "id": "li-s-schedule", "name": "Calorie Schedule", "area": "Goals", "entry": "Profile > Program > Calorie Schedule", "primary_actions": [ "Choose high days", "Choose additional calories", "Save Schedule" ], "states": [ "Preset/custom allocation" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "li-17" ], "visual_ids": [] }, { "id": "li-s-strategy", "name": "Nutrition Strategy", "area": "Goals", "entry": "Profile > Program > Nutrition Strategy", "primary_actions": [ "Recommended questions", "Browse", "Custom strategy" ], "states": [ "Preset", "Custom" ], "platform": "iOS; Android only", "tier": "Premium", "evidence": "documented", "sources": [ "li-18", "li-19" ], "visual_ids": [] }, { "id": "li-s-nutrient", "name": "Custom nutrient goal", "area": "Goals", "entry": "Goals > Set Another Goal > Nutrition", "primary_actions": [ "Set grams/range", "Edit", "Delete" ], "states": [ "Tracking graph", "Target editor" ], "platform": "iOS; Android; web", "tier": "Premium", "evidence": "documented", "sources": [ "li-13", "li-48" ], "visual_ids": [] }, { "id": "li-s-water", "name": "Water Intake goal", "area": "Goals", "entry": "Goals > General > Water Intake", "primary_actions": [ "Record intake", "Show on Log" ], "states": [ "Goal graph", "Fixed-unit increment" ], "platform": "iOS; Android; web", "tier": "Premium", "evidence": "documented", "sources": [ "li-22" ], "visual_ids": [] }, { "id": "li-s-fasting", "name": "Fasting setup and timer", "area": "Goals", "entry": "Profile > Program > Intermittent Fasting", "primary_actions": [ "Choose days/hours", "Start/stop timer", "Set alerts" ], "states": [ "Hidden option", "Scheduled", "Manual running timer" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "li-37", "li-38" ], "visual_ids": [] }, { "id": "li-s-highlights", "name": "Highlights", "area": "Review", "entry": "Dashboard below Favorites", "primary_actions": [ "Review generated insight" ], "states": [ "Locked until consistent logging", "Available insights" ], "platform": "iOS; Android only", "tier": "Premium", "evidence": "documented", "sources": [ "li-21" ], "visual_ids": [] }, { "id": "li-s-calorie-review", "name": "Calorie breakdown", "area": "Review", "entry": "Tap Log calorie ring", "primary_actions": [ "Review daily/week breakdown" ], "states": [ "Net calorie detail" ], "platform": "iOS; Android", "tier": "Not explicitly gated", "evidence": "documented", "sources": [ "li-20" ], "visual_ids": [] }, { "id": "li-s-exercise", "name": "Exercise editor", "area": "Activity", "entry": "Log > Exercise > Add Workouts/Exercise", "primary_actions": [ "Select exercise", "Enter details", "Exclude burn" ], "states": [ "Credited", "Excluded" ], "platform": "iOS; Android; web", "tier": "Basic", "evidence": "documented", "sources": [ "li-27" ], "visual_ids": [] }, { "id": "li-s-health", "name": "Health integration permissions", "area": "Integration", "entry": "Profile > Automatic Tracking", "primary_actions": [ "Choose service", "Manage read/write categories", "Authorize" ], "states": [ "Unlinked", "Permission granted" ], "platform": "iOS Apple Health; Android Health Connect", "tier": "Mixed", "evidence": "documented", "sources": [ "li-24", "li-34" ], "visual_ids": [] }, { "id": "li-s-reports", "name": "Email reports", "area": "Export", "entry": "Profile > Export Data / Insights", "primary_actions": [ "Daily/weekly report", "Email/print", "Schedule" ], "states": [ "Manual iOS", "Scheduled Premium" ], "platform": "iOS; Android scheduled", "tier": "Mixed", "evidence": "documented", "sources": [ "li-39" ], "visual_ids": [] }, { "id": "li-s-purchases", "name": "Purchases", "area": "Account", "entry": "my.loseit.com sidebar", "primary_actions": [ "Open active subscription", "Cancel Subscription" ], "states": [ "Active", "Canceled/expiring" ], "platform": "Web Stripe", "tier": "Paid/trial", "evidence": "documented", "sources": [ "li-30" ], "visual_ids": [] }, { "id": "li-s-delete", "name": "Delete Account", "area": "Account", "entry": "Profile > Manage > Lose It! Account", "primary_actions": [ "Delete", "Confirm" ], "states": [ "iOS password confirmation", "Android email confirmation" ], "platform": "iOS; Android; web variant", "tier": "All", "evidence": "documented", "sources": [ "li-29" ], "visual_ids": [] } ], "flows": [ { "id": "li-f-setup", "name": "Start or restart a plan", "job": "Establish weight target", "preconditions": [ "Account access" ], "steps": [ { "screen": "li-s-goal-plan", "action": "Start Fresh & Reset Plan", "result": "New-plan setup" }, { "screen": "li-s-reset", "action": "Keep/Clear historical display; enter weights", "result": "Plan selection" }, { "screen": "li-s-reset", "action": "Choose rate; Continue", "result": "New plan" } ], "branches": [ "Fresh-install preceding screens unknown; restart path is documented." ], "persistence": "Plan setup documented; no account created.", "friction": "Clear Data wording refers to hiding weight history, not verified deletion.", "evidence": "documented", "sources": [ "li-54", "li-51" ], "visual_ids": [] }, { "id": "li-f-return", "name": "Resume after inactivity", "job": "Return without repeating survey", "preconditions": [ "3–4-week logging gap" ], "steps": [ { "screen": "li-s-return", "action": "Answer questions", "result": "Plan recalibration" }, { "screen": "li-s-return", "action": "Alternatively force-close and reopen", "result": "Survey bypass" } ], "branches": [ "No documented in-app Skip." ], "persistence": "Existing plan retention not tested.", "friction": "Recovery relies on OS app switcher.", "evidence": "documented", "sources": [ "li-46" ], "visual_ids": [] }, { "id": "li-f-search", "name": "Search and log", "job": "Record known food", "preconditions": [ "Basic account" ], "steps": [ { "screen": "li-s-log", "action": "Add Food under meal", "result": "Search" }, { "screen": "li-s-search", "action": "Find and select item", "result": "Food detail" }, { "screen": "li-s-food", "action": "Set unit/quantity; Add/Save; Done", "result": "Meal logged" } ], "branches": [ "Verified filter narrows results." ], "persistence": "Added food enters personal history.", "friction": "Public database accuracy varies.", "evidence": "documented", "sources": [ "li-02", "li-09", "li-07" ], "visual_ids": [ "li-v02" ] }, { "id": "li-f-barcode", "name": "Barcode to meal", "job": "Identify packaged food", "preconditions": [ "Premium", "English device language", "Camera permission" ], "steps": [ { "screen": "li-s-search", "action": "Scan It", "result": "Camera" }, { "screen": "li-s-scan", "action": "Align barcode", "result": "Matched food" }, { "screen": "li-s-food", "action": "Set portion; Add/Save; Done", "result": "Logged item" } ], "branches": [ "Unknown barcode can lead to custom-food creation." ], "persistence": "Committed food log; untested across devices.", "friction": "Scan identity does not ensure correct current label.", "evidence": "documented", "sources": [ "li-04", "li-06" ], "visual_ids": [ "li-v06" ] }, { "id": "li-f-label", "name": "Correct using package label", "job": "Repair nutrient values", "preconditions": [ "Premium", "Supported app version", "Camera access" ], "steps": [ { "screen": "li-s-food", "action": "Edit Nutrition", "result": "Nutrient editor" }, { "screen": "li-s-edit-nutrition", "action": "Autofill camera; scan label", "result": "Captured values" }, { "screen": "li-s-edit-nutrition", "action": "Save; Add on iOS / Save again Android", "result": "Food logged" } ], "branches": [ "New custom food has the same Autofill affordance." ], "persistence": "Captured values saved; historical propagation unknown.", "friction": "Buried inside editing, not necessarily a top-level scanner.", "evidence": "documented", "sources": [ "li-03" ], "visual_ids": [] }, { "id": "li-f-photo", "name": "Photo recognition with repair", "job": "Log mixed meal", "preconditions": [ "Premium", "English", "Camera permission" ], "steps": [ { "screen": "li-s-snap", "action": "Capture/upload", "result": "Candidate results" }, { "screen": "li-s-snap-review", "action": "Swap if offered; Edit portion", "result": "Adjusted candidates" }, { "screen": "li-s-snap-review", "action": "Save", "result": "Foods logged" } ], "branches": [ "Swap only appears for alternative matches." ], "persistence": "Documented save; no accuracy or durability test.", "friction": "Portions remain estimates requiring review.", "evidence": "documented", "sources": [ "li-05" ], "visual_ids": [ "li-v03" ] }, { "id": "li-f-voice", "name": "Voice entry boundary", "job": "Speak meal description", "preconditions": [ "Premium", "English" ], "steps": [ { "screen": "li-s-search", "action": "Say It", "result": "Listening UI" }, { "screen": "li-s-say", "action": "Speak; stop recording", "result": "Post-recording transition not evidenced" } ], "branches": [ "Result review, correction and final save require hands-on verification." ], "persistence": "Final saved state not demonstrated.", "friction": "Cannot claim one-step voice logging.", "evidence": "inferred", "sources": [ "li-01", "li-58" ], "visual_ids": [ "li-v05" ] }, { "id": "li-f-correct", "name": "Remove an incorrect item or meal", "job": "Repair erroneous log entries", "preconditions": [ "Existing log entry" ], "steps": [ { "screen": "li-s-log", "action": "Swipe left iOS / long-press Android; Delete", "result": "Item removed" }, { "screen": "li-s-log", "action": "Alternatively meal menu > Clear Meal Entries; confirm", "result": "All meal entries removed" } ], "branches": [ "Re-entry uses ordinary logging; direct post-save portion editing untested." ], "persistence": "Documented deletion; recovery not tested.", "friction": "No verified undo.", "evidence": "documented", "sources": [ "li-41" ], "visual_ids": [] }, { "id": "li-f-timestamp", "name": "Repair eating time", "job": "Correct time metadata", "preconditions": [ "Logged mobile food" ], "steps": [ { "screen": "li-s-log", "action": "Tap entry", "result": "Food detail" }, { "screen": "li-s-food", "action": "Log Details > Log Time; adjust", "result": "New time" }, { "screen": "li-s-food", "action": "Save/OK then Save", "result": "Updated timestamp" } ], "branches": [ "First timestamp propagates within one logging session; not Meals-tab logging." ], "persistence": "Timestamp update documented.", "friction": "No automatic timestamp preference.", "evidence": "documented", "sources": [ "li-49" ], "visual_ids": [] }, { "id": "li-f-reuse", "name": "Reuse previous meal", "job": "Avoid repeated entry", "preconditions": [ "Previously logged meal" ], "steps": [ { "screen": "li-s-log", "action": "Choose destination meal", "result": "Add Food" }, { "screen": "li-s-previous", "action": "Select past meal; Add", "result": "Meal re-logged" } ], "branches": [ "Filter groups lunch and dinner together; preference can show all meals." ], "persistence": "New meal log documented.", "friction": "Documentation still mentions bottom + entry; current UI may differ.", "evidence": "documented", "sources": [ "li-52" ], "visual_ids": [] }, { "id": "li-f-recipe", "name": "Build and reuse recipe", "job": "Model cooked batch", "preconditions": [ "Manual recipe creation available to all" ], "steps": [ { "screen": "li-s-recipe-list", "action": "Create; name", "result": "Builder" }, { "screen": "li-s-recipe-builder", "action": "Set total yield; add ingredients; portion", "result": "Recipe saved" }, { "screen": "li-s-search", "action": "Recipes tab; select recipe", "result": "Portion logging" } ], "branches": [ "Meal menu can convert a logged meal into recipe; mobile only." ], "persistence": "Saved recipe; historical edit propagation untested.", "friction": "Yield versus consumed portion requires careful review.", "evidence": "documented", "sources": [ "li-10", "li-02" ], "visual_ids": [ "li-v10" ] }, { "id": "li-f-import", "name": "Recover failed recipe import", "job": "Use recipe despite scraper failure", "preconditions": [ "Recipe page available" ], "steps": [ { "screen": "li-s-recipe-builder", "action": "If URL import fails, copy ingredients externally", "result": "Clipboard text" }, { "screen": "li-s-recipe-builder", "action": "Text Importer; paste", "result": "Matched ingredients" } ], "branches": [ "Final match-review/save behavior not described in troubleshooting article." ], "persistence": "Import result documented, durable save not verified.", "friction": "Parsing must still be checked; tier unknown.", "evidence": "documented", "sources": [ "li-47" ], "visual_ids": [] }, { "id": "li-f-plan", "name": "Plan then consume food", "job": "Separate intention from consumption", "preconditions": [ "Premium" ], "steps": [ { "screen": "li-s-log", "action": "Navigate future date; add foods", "result": "Planned entries" }, { "screen": "li-s-food", "action": "For today choose Mark as Planned", "result": "Clock/gray state" }, { "screen": "li-s-log", "action": "Tap clock when eaten", "result": "Activated entry" } ], "branches": [ "Same-day planning unavailable on web." ], "persistence": "Planned and consumed states documented.", "friction": "Done Logging requires no remaining planned foods for the day.", "evidence": "documented", "sources": [ "li-11" ], "visual_ids": [] }, { "id": "li-f-review", "name": "Review week and insights", "job": "Understand adherence", "preconditions": [ "Food logs; Premium and seven days for Highlights" ], "steps": [ { "screen": "li-s-log", "action": "Tap calorie ring", "result": "Daily/week breakdown" }, { "screen": "li-s-dashboard", "action": "Review Favorites", "result": "Week/macro context" }, { "screen": "li-s-highlights", "action": "Scroll below Favorites", "result": "Generated observations" } ], "branches": [ "Email reports offer separate review route." ], "persistence": "No automatic goal change documented from review.", "friction": "Insights are not a verified causal explanation.", "evidence": "documented", "sources": [ "li-20", "li-21", "li-60" ], "visual_ids": [ "li-v07" ] }, { "id": "li-f-targets", "name": "Change target without losing history", "job": "Adjust nutrition strategy", "preconditions": [ "Premium nutrient goals" ], "steps": [ { "screen": "li-s-nutrient", "action": "Open goal graph; Edit/gear", "result": "Target editor" }, { "screen": "li-s-nutrient", "action": "Change values; Save", "result": "New targets" } ], "branches": [ "Changing date can remove earlier goal data; deleting goal removes history.", "Outside strategy bounds switches to Custom Strategy." ], "persistence": "Goal update documented; destructive history boundaries explicit.", "friction": "Export before destructive goal changes.", "evidence": "documented", "sources": [ "li-48", "li-18" ], "visual_ids": [] }, { "id": "li-f-cycling", "name": "Redistribute weekly calories", "job": "Accommodate high-intake days", "preconditions": [ "Premium mobile app" ], "steps": [ { "screen": "li-s-profile", "action": "Program > Calorie Schedule", "result": "Schedule setup" }, { "screen": "li-s-schedule", "action": "Choose days and additional allocation", "result": "High/low-day plan" }, { "screen": "li-s-schedule", "action": "Save Schedule", "result": "Weekly-average-preserving schedule" } ], "branches": [ "Can adjust/remove later; not macro cycling." ], "persistence": "Schedule saved.", "friction": "Web plan editing has restrictions when schedule active.", "evidence": "documented", "sources": [ "li-17", "li-13", "li-12" ], "visual_ids": [] }, { "id": "li-f-sync", "name": "Connect health hub", "job": "Import activity without blind duplication", "preconditions": [ "Hub installed; data source writing to it" ], "steps": [ { "screen": "li-s-profile", "action": "Automatic Tracking", "result": "Service options" }, { "screen": "li-s-health", "action": "Select Apple Health or Health Connect", "result": "Permission controls" }, { "screen": "li-s-health", "action": "Choose categories; allow", "result": "Sync enabled" } ], "branches": [ "Apple workout reading also needs Steps from iPhone or Apple Watch integration.", "Apple history backfill unsupported." ], "persistence": "Permission-driven sync documented, not tested.", "friction": "Android hub does not generate steps itself.", "evidence": "documented", "sources": [ "li-23", "li-24", "li-34" ], "visual_ids": [ "li-v08" ] }, { "id": "li-f-exercise", "name": "Record workout without food credit", "job": "Separate activity history from budget", "preconditions": [ "Manual exercise entry" ], "steps": [ { "screen": "li-s-log", "action": "Add Workouts/Exercise", "result": "Exercise picker" }, { "screen": "li-s-exercise", "action": "Enter details; enable Exclude from total", "result": "Excluded workout" }, { "screen": "li-s-exercise", "action": "Add/Save", "result": "Log entry" } ], "branches": [ "Web labels exclusion Wearing Tracker." ], "persistence": "Exercise saved without burn added.", "friction": "Total-burn tracker bonuses use separate logic.", "evidence": "documented", "sources": [ "li-27", "li-26" ], "visual_ids": [] }, { "id": "li-f-export", "name": "Export before destructive changes", "job": "Keep personal archive", "preconditions": [ "Web login" ], "steps": [ { "screen": "li-s-profile", "action": "Open documented full-export URL in authenticated web session", "result": "Download" }, { "screen": "li-s-nutrient", "action": "Web Goals > select goal > Export", "result": "All goal records" } ], "branches": [ "No date-range filter; cannot re-import." ], "persistence": "Downloaded files documented; format not inspected.", "friction": "Export is not a restorable backup.", "evidence": "documented", "sources": [ "li-28" ], "visual_ids": [] }, { "id": "li-f-cancel", "name": "Cancel renewal at purchase origin", "job": "Stop future billing", "preconditions": [ "Identify billing provider" ], "steps": [ { "screen": "li-s-purchases", "action": "Stripe: active subscription > Cancel Subscription", "result": "Confirmation prompts" }, { "screen": "li-s-purchases", "action": "For Apple/Google use store subscription settings instead", "result": "Provider cancellation" } ], "branches": [ "In-app purchase origin may be Stripe in US 2026." ], "persistence": "Benefits last until current period/trial ends.", "friction": "Account deletion is not a reliable substitute.", "evidence": "documented", "sources": [ "li-30" ], "visual_ids": [] }, { "id": "li-f-delete", "name": "Close account safely", "job": "Remove account and associated data", "preconditions": [ "Export if wanted; cancel store billing" ], "steps": [ { "screen": "li-s-delete", "action": "Delete Account twice", "result": "Platform confirmation" }, { "screen": "li-s-delete", "action": "iOS password / Android email link / web confirmation", "result": "Irreversible closure" } ], "branches": [ "Deletion article says direct-web subscription cancels; cancellation article warns broadly. Verify billing explicitly." ], "persistence": "Account data and other FitNow app accounts removed per documentation.", "friction": "Device app removal also required; no recovery.", "evidence": "documented", "sources": [ "li-29", "li-30" ], "visual_ids": [] } ], "visuals": [ { "id": "li-v02", "file": "assets/store-02.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/5b/46/f9/5b46f98d-5464-4441-0e1c-087debabe39b/SC-2.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Daily Log", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Budget separates food and exercise; green remainder ring.", "Meal items are magnified in a promotional overlay, not an ordinary native card.", "Four persistent tabs: Dashboard, Log, Goals, Discover." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-02.jpg", "sources": [ "li-55" ] }, { "id": "li-v03", "file": "assets/store-03.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/73/54/b5/7354b5e8-ff0f-58fc-2fbe-6347980854dd/SC-3.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Snap It camera", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Framing corners surround the meal; ingredient labels are promotional overlays.", "Shutter is central; gallery and help flank it.", "Flash and close controls occupy opposite top corners." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-03.jpg", "sources": [ "li-56" ] }, { "id": "li-v04", "file": "assets/store-04.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/59/b5/ac/59b5ac74-d510-9833-85a1-e73b0587ee5a/SC-4.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Goals and weight progress", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Time-range selector sits above the plan summary.", "Enlarged metrics overlay covers part of the actual chart.", "Record Weight and milestone Journey remain visible below." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-04.jpg", "sources": [ "li-57" ] }, { "id": "li-v05", "file": "assets/store-05.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/5d/6a/18/5d6a1864-7bbb-7c14-0b88-bad8cabeb994/SC-5.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Say It listening", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Listening status, partial transcript and close affordance.", "Stop icon centered in concentric colored circles.", "Large speech bubble is promotional copy, not proven editable transcript." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-05.jpg", "sources": [ "li-58" ] }, { "id": "li-v06", "file": "assets/store-06.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/12/7b/6a/127b6a1c-c772-fc07-046c-b444dde77ca0/SC-6.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Scan It barcode", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Rectangular barcode framing window with flash and close.", "Enlarged nutrition result is a marketing overlay." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-06.jpg", "sources": [ "li-59" ] }, { "id": "li-v07", "file": "assets/store-07.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/10/f3/28/10f32834-5ac2-d585-95e5-9466b641af4b/SC-7.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Dashboard nutrition favorites", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Calorie card combines daily ring with seven-day bars.", "Protein and fiber have separate colored goal rings.", "Macro chart and streak place longer-term context below." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-07.jpg", "sources": [ "li-60" ] }, { "id": "li-v08", "file": "assets/store-08.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource211/v4/23/0a/03/230a03aa-568e-a2c2-eef7-e01d71d7c271/SC-8.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Profile integrations and reports", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Automatic Tracking icons enlarged as promotional overlay.", "Insights are separate navigable rows.", "Manual and scheduled reports grouped under Export Data." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-08.jpg", "sources": [ "li-61" ] }, { "id": "li-v09", "file": "assets/store-09.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/d0/47/70/d04770c7-415d-9bdb-791f-d4e271c56e05/SC-9.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Discover Groups", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Feed, Courses, Groups, Friends form a local tab row.", "Community invitation sits before the posts feed.", "Post action icons and comment counts shown; lower post enlarged." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-09.jpg", "sources": [ "li-62" ] }, { "id": "li-v10", "file": "assets/store-10.jpg", "source_url": "https://is1-ssl.mzstatic.com/image/thumb/PurpleSource221/v4/ca/7e/5d/ca7e5d86-78d0-f3aa-73fd-47890c65c5f3/SC-10.jpg/900x0w.jpg", "source_page": "https://apps.apple.com/us/app/lose-it-calorie-counter/id297368629", "title": "Recipe detail", "platform": "iOS (store marketing composite)", "version_or_date": "Retrieved 2026-10-07; asset production date/build unknown. Listing metadata version 18.5.400 is not proof of screenshot version.", "kind": "store-marketing", "observations": [ "Recipe yield is listed beneath its name; Edit at top right.", "Ingredients and nutrition separated into sections.", "Notes, share and delete controls occupy lower page." ], "limitations": "Official promotional composite; enlarged overlays may obscure native layout. No interaction or successful operation tested. Annotated derivative: assets/annotated-10.jpg", "sources": [ "li-63" ] } ], "design_patterns": [ { "name": "Four-tab role separation", "observation": "Dashboard, Log, Goals and Discover stay visible.", "implication": "Separate daily entry from longitudinal review.", "tradeoff": "Users may confuse Dashboard metrics with Goals editing.", "sources": [ "li-55", "li-60" ], "visual_ids": [ "li-v02", "li-v07" ] }, { "name": "Repair-first AI", "observation": "Snap It allows alternative matches and portion repair before commit.", "implication": "Benchmark correction, not merely initial recognition.", "tradeoff": "Estimated portions still demand attention.", "sources": [ "li-05", "li-56" ], "visual_ids": [ "li-v03" ] }, { "name": "Embedded label capture", "observation": "Autofill sits inside nutrient editing/custom creation.", "implication": "Use camera as a repair tool, not only acquisition.", "tradeoff": "Discoverability suffers if users expect a separate scan mode.", "sources": [ "li-03" ], "visual_ids": [] }, { "name": "Personal library by use", "observation": "Logging automatically adds to My Foods.", "implication": "Familiar foods become easier to retrieve without explicit saving.", "tradeoff": "Old accidental entries can clutter the library.", "sources": [ "li-09" ], "visual_ids": [] }, { "name": "Intention versus consumption", "observation": "Planned entries use gray styling and clock state.", "implication": "Prelogging need not falsely confirm consumption.", "tradeoff": "Activation becomes another task; unfinished plans affect completion.", "sources": [ "li-11" ], "visual_ids": [] }, { "name": "Expandable goal complexity", "observation": "Detailed goal controls supplement a three-nutrient Log header.", "implication": "Protect the primary logging surface from dense nutrition data.", "tradeoff": "Users must discover separate Goals and Insights areas.", "sources": [ "li-20", "li-61" ], "visual_ids": [ "li-v08" ] }, { "name": "Budget and activity separated", "observation": "Workout burn may be struck through until total-burn threshold earns bonus.", "implication": "Prevent double counting and distinguish raw activity from credited calories.", "tradeoff": "Zero credit can look like broken sync.", "sources": [ "li-26" ], "visual_ids": [] }, { "name": "Visible progress framing", "observation": "Goals combines time range, weight summary and milestone journey.", "implication": "Use multiple progress cues beyond a single number.", "tradeoff": "Displayed projections are not guaranteed outcomes.", "sources": [ "li-57" ], "visual_ids": [ "li-v04" ] }, { "name": "Guidance is not prescribed meals", "observation": "Nutrition strategies set targets; courses are separately purchased text lessons.", "implication": "Differentiate settings, education and actual planning.", "tradeoff": "Users can expect meal recommendations that are explicitly unavailable.", "sources": [ "li-19", "li-40", "li-44" ], "visual_ids": [] } ], "questions": [ { "question": "What is the exact fresh-install onboarding/paywall sequence on both platforms?", "why_it_matters": "Restart docs do not establish initial setup.", "how_to_verify": "Use permitted test accounts; capture each screen, skip and back path; do not purchase.", "priority": "high" }, { "question": "Do edited nutrients or recipes change historical logs and later searches?", "why_it_matters": "Correction durability is central to trust.", "how_to_verify": "Log known item, edit, re-log, restart and compare both dates plus other device.", "priority": "high" }, { "question": "How does Say It recover from a wrong food, amount or partial transcript?", "why_it_matters": "Only listening UI is visually evidenced.", "how_to_verify": "Run fixed multi-food utterances; inspect result controls and cancellation before saving.", "priority": "high" }, { "question": "What survives airplane mode and reconnection?", "why_it_matters": "Offline cache, local logging and offline AI are different promises.", "how_to_verify": "Disable network after caching and after cold start; create/edit/delete; reconnect and compare.", "priority": "high" }, { "question": "Is quick-add available and where?", "why_it_matters": "No dedicated workflow found.", "how_to_verify": "Inspect Add Food and meal menus in current free/Premium builds.", "priority": "medium" }, { "question": "What are recipe-import gates and ingredient review controls?", "why_it_matters": "Troubleshooting proves fallback, not complete experience.", "how_to_verify": "Test URL and text with ambiguous yield/units and inaccessible recipe pages.", "priority": "high" }, { "question": "Do planned foods alter calorie totals before activation?", "why_it_matters": "Clock state exists but accounting should be checked.", "how_to_verify": "Compare day header, weekly chart and reports before/after activation.", "priority": "high" }, { "question": "Are current Android and iOS screens aligned with these store images?", "why_it_matters": "Images have unknown capture date/version.", "how_to_verify": "Record installed build and reproduce each captured destination.", "priority": "medium" }, { "question": "Which source of activity wins when multiple hubs/devices overlap?", "why_it_matters": "Avoid calorie/step duplication.", "how_to_verify": "Connect test devices individually then together; compare raw and credited values.", "priority": "high" }, { "question": "Which cancellation/deletion rule governs direct-web billing?", "why_it_matters": "Official deletion and cancellation wording differ.", "how_to_verify": "Read account purchase origin; inspect confirmation and provider status with consent, without deleting real data.", "priority": "high" }, { "question": "What is the actual export schema and coverage?", "why_it_matters": "Documented export is not necessarily complete or re-importable.", "how_to_verify": "Download consenting test-account archive; enumerate files, dates, units and missing fields.", "priority": "high" }, { "question": "Can goal changes remove history without sufficiently visible warning?", "why_it_matters": "Docs explicitly describe irreversible loss.", "how_to_verify": "Use disposable data, export first, edit start date and verify warned/result states.", "priority": "high" }, { "question": "Is body-progress photography supported?", "why_it_matters": "Food photography is not body-progress photography.", "how_to_verify": "Inspect Goals/Profile help and current UI; do not infer from Snap It.", "priority": "low" }, { "question": "How are community and health data sharing defaults exposed?", "why_it_matters": "Sharing custom foods differs from sharing personal logs.", "how_to_verify": "Inspect default visibility, friend access and integration permissions without posting.", "priority": "medium" } ] }, { "slug": "macrofactor", "name": "MacroFactor Nutrition", "researched_at": "2026-10-07T11:19:04.276052+00:00", "scope": "Public-source product/design research of Nutrition end-to-end, with adjacent MacroFactor Workouts boundary; no signup, purchase, browser session or native app test.", "positioning": "Paid, ad-free nutrition logger and adaptive macro coach; vendor performance claims are not independently verified.", "mental_model": "Actual intake and weight → interpreted expenditure/trend → goal and program → reviewable recommendations. A Plate stages food before diary commit; reusable definitions and historical entries are distinct.", "platforms": [ "iOS / iPhone", "Android", "Tablet layouts on iOS and Android documented", "Apple Silicon Mac app documented; not browser web app" ], "limitations": [ "Official documentation and inspected vendor imagery, not hands-on testing.", "Help pages lack publication timestamps and may lag released UI.", "September 30, 2026 annual report supersedes legacy AI/label-scanner descriptions.", "Real media are vendor-composed device images; exact app versions unknown.", "No efficacy, latency, accessibility, AI accuracy, offline reconciliation, export completeness or deletion retention measurement.", "App-store checkout, current OS minimums and current watch-platform parity not verified." ], "sources": [ { "id": "mf-01", "title": "Get to Know Your Dashboard | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/22-get-to-know-your-dashboard", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-02", "title": "Expenditure | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/20-expenditure", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-03", "title": "Weight Trend | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/21-weight-trend", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-04", "title": "How to Log Food in MacroFactor | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/215-how-to-log-food-in-macrofactor", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-05", "title": "AI Food Logging | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/258-ai-food-logging", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-06", "title": "Log Foods with Describe | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/216-log-foods-with-describe", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-07", "title": "Label Scanner | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/213-label-scanner", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-08", "title": "Edit Quantities of Foods You've Already Logged, and View Nutritional Values for Foods on Your Timeline | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/98-edit-quantities-of-foods-you-ve-already-logged-and-view-nutritional-values-for-foods-on-your-timeline", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-09", "title": "Copy and Paste | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/95-copy-and-paste", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-10", "title": "Create and Add a Custom Recipe | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/6-create-and-add-a-custom-recipe", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-11", "title": "Import Recipes from Link | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/259-import-recipes-from-link", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-12", "title": "Import Recipes with AI | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/398-import-recipes-with-ai", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-13", "title": "Does Editing a Recipe or Custom Food Item Affect My Food Log History? | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/240-does-editing-a-recipe-or-custom-food-item-affect-my-food-log-history", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-14", "title": "Save a Meal For Later Use | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/239-save-a-meal-for-later-use", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-15", "title": "Set a New Goal | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/90-set-a-new-goal", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-16", "title": "Program Styles | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/91-program-styles", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-17", "title": "Create a New Macro Program | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/242-create-a-new-macro-program", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-18", "title": "Introduction to Check-Ins and Coaching Modules | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/247-introduction-to-check-ins-and-coaching-modules", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-19", "title": "Coaching Module: Partial Logging | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/248-coaching-module-partial-logging", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-20", "title": "Coaching Module: Program Update | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/252-coaching-module-program-update", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-21", "title": "Integrations | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/102-integrations", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-22", "title": "Connect Health Connect or Apple Health | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/65-connect-health-connect-or-apple-health", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-23", "title": "Export Your Data | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/68-export-your-data", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-24", "title": "How to Permanently Delete Your Account and Data | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/66-how-to-permanently-delete-your-account-and-data", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-25", "title": "Manage Your Subscription | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/71-manage-your-subscription", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-26", "title": "How MacroFactor Subscriptions and Bundles Work | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/393-how-macrofactor-subscriptions-and-bundles-work", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-27", "title": "Does MacroFactor have an Offline Mode? | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/28-does-macrofactor-have-an-offline-mode", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-28", "title": "Does MacroFactor use Energy Expenditure Data from my Wearable Activity Tracker? | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/33-does-macrofactor-use-energy-expenditure-data-from-my-wearable-activity-tracker", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-29", "title": "How to Log Body Measurements | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/120-how-to-log-body-measurements", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-30", "title": "How to Add Progress Photos | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/121-how-to-add-progress-photos", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-31", "title": "How to View Micronutrient Intake Over Time | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/131-how-to-view-micronutrient-intake-over-time", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-32", "title": "What is the Nutrient Completeness Score? | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/135-what-is-the-nutrient-completeness-score", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-33", "title": "Set Custom Nutrient Goals | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/136-set-custom-nutrient-goals", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-34", "title": "Track a Fasting Day | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/16-track-a-fasting-day", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-35", "title": "iPhone Widgets | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/211-iphone-widgets", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-36", "title": "Android Widgets | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/212-android-widgets", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-37", "title": "Favorite Foods | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/257-favorite-foods", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-38", "title": "Water | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/195-water", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-39", "title": "Log Food to Future Days | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/51-log-food-to-future-days", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-40", "title": "Create and Add a Custom Food | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/5-create-and-add-a-custom-food", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-41", "title": "Explode Recipes | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/3-explode-recipes", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-42", "title": "Pin Nutrients to the Dashboard | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/129-pin-nutrients-to-the-dashboard", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-43", "title": "How to Import your Step Count | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/255-how-to-import-your-step-count", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-44", "title": "Join our Communities | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/107-join-our-communities", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null }, { "id": "mf-45", "title": "Welcome To MacroFactor - MacroFactor", "url": "https://macrofactor.com/welcome/", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-marketing", "published_or_updated": "2025-09-19T16:48:21+00:00" }, { "id": "mf-46", "title": "MacroFactor app – Smart Macro Tracker & Diet Coach", "url": "https://macrofactor.com/macrofactor/", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-marketing", "published_or_updated": "2026-09-29T22:53:57+00:00" }, { "id": "mf-47", "title": "Food Logging Upgrade, Live Activity, and How to Use Warm-Ups in Your Lifting Programs - MacroFactor", "url": "https://macrofactor.com/mm-may-2026/", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-marketing", "published_or_updated": "2026-05-25T16:00:34+00:00" }, { "id": "mf-48", "title": "The 2026 MacroFactor Annual Report - MacroFactor", "url": "https://macrofactor.com/annual-report-2026/", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-marketing", "published_or_updated": "2026-09-30T18:27:44+00:00" }, { "id": "mf-49", "title": "MacroFactor Workouts - MacroFactor", "url": "https://macrofactor.com/workouts/", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-marketing", "published_or_updated": "2026-09-29T22:54:56+00:00" }, { "id": "mf-50", "title": "Expenditure Modifiers | MacroFactor", "url": "https://help.macrofactorapp.com/en/articles/274-expenditure-modifiers", "retrieved_at": "2026-10-07T11:19:04.276052+00:00", "evidence_type": "official-help", "published_or_updated": null } ], "features": [ { "key": "onboarding", "label": "Guided setup", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Initial guided setup creates a Coached program; personal inputs seed expenditure until logged data accumulates.", "sources": [ "mf-16", "mf-45" ] }, { "key": "goal_setting", "label": "Weight goal", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Lose, maintain, or gain; rate and target weight are separate from macro-program preferences.", "sources": [ "mf-15", "mf-17" ] }, { "key": "calorie_budget", "label": "Adaptive energy budget", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Estimated expenditure and goal inform weekly recommendations; not exercise-calorie reimbursement.", "sources": [ "mf-02", "mf-28" ] }, { "key": "macro_targets", "label": "Three program styles", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Coached sets targets; Collaborative distributes a coached weekly budget; Manual leaves targets to the user.", "sources": [ "mf-16" ] }, { "key": "micronutrients", "label": "Nutrient Explorer", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Historical charts, custom ranges and nutrient-specific reporting-completeness indicators.", "sources": [ "mf-31", "mf-32", "mf-33" ] }, { "key": "food_search", "label": "Unified food search", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Search integrates history, custom, common and branded food categories.", "sources": [ "mf-04" ] }, { "key": "verified_database", "label": "Verified food database", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Vendor markets verified entries; common-food completeness differs from branded label data. No independent database audit.", "sources": [ "mf-46", "mf-04" ] }, { "key": "barcode_scan", "label": "Barcode lookup", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Scan retrieves a food to review; failed lookup offers label capture.", "sources": [ "mf-04", "mf-07" ] }, { "key": "label_scan", "label": "Nutrition-label scan", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "September 2026 report says upgraded scanner supports varied languages/formats; older help favors US/Canada.", "sources": [ "mf-07", "mf-48" ] }, { "key": "photo_logging", "label": "AI meal photos", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Current Snap/Describe modes accept photos; editable food/ingredient review precedes logging.", "sources": [ "mf-05", "mf-47" ] }, { "key": "voice_logging", "label": "Dictated food descriptions", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Documented voice path uses the keyboard microphone to dictate Describe text, not proven independent voice conversational UI.", "sources": [ "mf-06" ] }, { "key": "text_ai", "label": "Describe text and mixed input", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "May 2026 upgrade adds multiple images and more specific text instructions. Legacy Describe help predates this.", "sources": [ "mf-47", "mf-06" ] }, { "key": "quick_add", "label": "Quick calorie/macro entry", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Quick Add stages energy/macros without a reusable searchable custom item.", "sources": [ "mf-04" ] }, { "key": "portion_edit", "label": "Serving and unit correction", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Quantity and unit editing is available on food details and logged entries.", "sources": [ "mf-08" ] }, { "key": "meal_correction", "label": "Logged meal repairs", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Edit logged portions; base recipe changes do not repair historical snapshots: delete and relog those entries.", "sources": [ "mf-08", "mf-13" ] }, { "key": "history_favorites", "label": "History and portion favorites", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Favorites preserve a serving size and can be renamed, reordered, or saved in multiple portions.", "sources": [ "mf-37" ] }, { "key": "copy_meals", "label": "Multi-date copying", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Copy food, hour or day; paste to selected dates or keep clipboard with multi-paste inline.", "sources": [ "mf-09" ] }, { "key": "saved_meals", "label": "Recipes as meal bundles", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "A saved meal is represented as a recipe; explode ingredients to customize a single instance.", "sources": [ "mf-14", "mf-41" ] }, { "key": "recipes", "label": "Custom recipe builder", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Servings, ingredients, cooked total weight, notes and preparation; separate create versus create-and-add.", "sources": [ "mf-10" ] }, { "key": "recipe_import", "label": "URL and AI recipe import", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Link import or image/text AI fills editable recipe fields before saving.", "sources": [ "mf-11", "mf-12" ] }, { "key": "meal_planning", "label": "Prelogging future dates", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Future logging and multi-date paste documented; generated meal plans and grocery-list workflow not established.", "sources": [ "mf-39", "mf-09" ] }, { "key": "water", "label": "Water nutrient tracking", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Water exists in Nutrient Explorer; branded foods often omit water data. Dedicated drink-button workflow not verified.", "sources": [ "mf-38" ] }, { "key": "weight_trend", "label": "Smoothed weight analytics", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Trend weight is distinguished from raw scale readings and informs expenditure.", "sources": [ "mf-03" ] }, { "key": "body_metrics", "label": "Body measurements", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Body Metrics > See All > Full Body permits dated measurement entry.", "sources": [ "mf-29" ] }, { "key": "progress_photos", "label": "Progress pictures", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Front/side/back image entries with crop/rotation and date selection.", "sources": [ "mf-30" ] }, { "key": "exercise_logging", "label": "Nutrition/workout boundary", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Detailed set/rep logging belongs to separate MacroFactor Workouts. Nutrition has step tracking, not a demonstrated workout logger.", "sources": [ "mf-49", "mf-43" ] }, { "key": "wearable_sync", "label": "Wearable-related data", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Health hubs can relay measurements and steps; wearable calorie-burn estimates are explicitly not used for targets.", "sources": [ "mf-22", "mf-28", "mf-50" ] }, { "key": "health_platform_sync", "label": "Health hubs", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Apple Health on iOS; Health Connect on Android. Fitbit direct integration removed.", "sources": [ "mf-21", "mf-22" ] }, { "key": "adaptive_targets", "label": "Adaptive recommendations", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Nutrition/weight-based expenditure, with optional step-informed and predictive-goal modifiers.", "sources": [ "mf-02", "mf-50" ] }, { "key": "weekly_review", "label": "Check-in modules", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Weekly Strategy review can repair incomplete days and propose target changes; modules skippable, Fast Check-In optional.", "sources": [ "mf-18", "mf-19", "mf-20" ] }, { "key": "fasting", "label": "Zero-calorie day semantics", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Fasted day flags distinguish zero intake from missing data; fasting timer not established.", "sources": [ "mf-34" ] }, { "key": "reminders", "label": "Check-in prompt", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Weekly Strategy badge/prompt documented; customizable meal/water push schedules not established.", "sources": [ "mf-18" ] }, { "key": "widgets", "label": "OS widgets", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iPhone; Android home screen", "detail": "iPhone home and lock-screen widgets; Android home widgets with resize and remove/re-add customization.", "sources": [ "mf-35", "mf-36" ] }, { "key": "offline_logging", "label": "Temporary offline access", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Cached/history food search and local edits available; complete database search requires connection. Not a true offline mode.", "sources": [ "mf-27" ] }, { "key": "data_export", "label": "Spreadsheet exports", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Quick Export summarizes progress; Granular Export selects data types.", "sources": [ "mf-23" ] }, { "key": "data_delete", "label": "Account/data deletion", "status": "documented", "tier": "Account control; available with active or inactive subscription", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Active and inactive-subscription routes; deletion does not cancel store billing.", "sources": [ "mf-24" ] }, { "key": "subscription_cancel", "label": "Store-managed cancellation", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Renewal visible in app; cancellation and payment managed through originating phone app store.", "sources": [ "mf-25" ] }, { "key": "web_app", "label": "Browser application", "status": "not-found", "tier": "Not applicable / unverified", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "No browser nutrition app established. Tablet and Apple Silicon Mac app layouts are not proof of a web application.", "sources": [ "mf-48" ] }, { "key": "social", "label": "Community and sharing", "status": "limited", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "External Facebook/Reddit links documented; no native community feed established.", "sources": [ "mf-44" ] }, { "key": "coaching", "label": "Automated nutrition coach", "status": "documented", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "platforms": "iOS and Android; device parity not hands-on verified", "detail": "Algorithms and modules provide guidance; not human coaching. Marketing FAQ says no built-in client management portal.", "sources": [ "mf-18", "mf-46" ] } ], "screens": [ { "id": "mf-s-onboarding", "name": "Guided profile/program setup", "area": "Setup", "entry": "First account setup", "primary_actions": [ "Answer guided questions", "Create coached program" ], "states": [ "Initial estimate; no history" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-16", "mf-45" ], "visual_ids": [] }, { "id": "mf-s-dashboard", "name": "Dashboard", "area": "Home", "entry": "Dashboard tab", "primary_actions": [ "Review weekly bars", "Open insight cards" ], "states": [ "Consumed", "Remaining" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-01" ], "visual_ids": [ "mf-v01" ] }, { "id": "mf-s-search", "name": "Food search", "area": "Logging", "entry": "Search or + > Search", "primary_actions": [ "Search", "Select food", "Multi-add" ], "states": [ "History", "Common", "Custom", "Branded" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-04" ], "visual_ids": [] }, { "id": "mf-s-food", "name": "Food detail / portion editor", "area": "Logging", "entry": "Select food or Edit logged food", "primary_actions": [ "Change units", "Change quantity", "Review nutrition" ], "states": [ "Keyboard open", "Portion selected" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-08" ], "visual_ids": [ "mf-v02" ] }, { "id": "mf-s-plate", "name": "Plate / AI Plate", "area": "Logging", "entry": "Stage food or analyze photo", "primary_actions": [ "Review items", "Expand ingredients", "Log Foods" ], "states": [ "Staged", "Expanded recipe" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-05", "mf-41" ], "visual_ids": [ "mf-v12" ] }, { "id": "mf-s-scan", "name": "Barcode/label scanner", "area": "Logging", "entry": "Food logger > Scan", "primary_actions": [ "Scan barcode", "Switch to label" ], "states": [ "Found", "Not found → label" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-07", "mf-04" ], "visual_ids": [] }, { "id": "mf-s-ai", "name": "AI food input", "area": "Logging", "entry": "+ > AI", "primary_actions": [ "Snap", "Describe", "Attach photos/text" ], "states": [ "Current Snap/Describe documented only; mf-v12 depicts legacy Photo/Photo & Text, not these actions" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-47", "mf-05" ], "visual_ids": [ "mf-v12" ] }, { "id": "mf-s-describe", "name": "Describe text entry", "area": "Logging", "entry": "Food logger > Describe / current AI mode", "primary_actions": [ "Enter text", "Dictate with keyboard" ], "states": [ "Input", "Results to plate" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-06", "mf-47" ], "visual_ids": [] }, { "id": "mf-s-quick", "name": "Quick Add", "area": "Logging", "entry": "Food logger > Quick Add", "primary_actions": [ "Enter energy/macros", "Name entry", "Add/log" ], "states": [ "One-off estimate" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-04" ], "visual_ids": [] }, { "id": "mf-s-timeline", "name": "Food Log timeline", "area": "Diary", "entry": "Food Log tab", "primary_actions": [ "Select foods", "Edit", "Copy", "Change date" ], "states": [ "Day", "Hour", "Multi-select" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-08", "mf-09" ], "visual_ids": [] }, { "id": "mf-s-paste", "name": "Copy date picker", "area": "Diary", "entry": "Copy > To Dates", "primary_actions": [ "Select days", "Paste to dates" ], "states": [ "Multiple selections" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-09" ], "visual_ids": [ "mf-v03" ] }, { "id": "mf-s-library", "name": "Food Library / favorites", "area": "Reuse", "entry": "+ > Your Foods or logger Library", "primary_actions": [ "Favorite", "Reorder", "Edit", "Delete" ], "states": [ "Favorites", "Recipes", "Custom foods" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-37" ], "visual_ids": [] }, { "id": "mf-s-recipe-method", "name": "Recipe creation method", "area": "Recipes", "entry": "+ > New Recipe", "primary_actions": [ "Build from scratch", "Import link", "Import AI" ], "states": [ "One method selected" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-11" ], "visual_ids": [ "mf-v04" ] }, { "id": "mf-s-recipe-url", "name": "Recipe URL importer", "area": "Recipes", "entry": "Create Recipe > Import link", "primary_actions": [ "Paste URL", "Import" ], "states": [ "URL entered" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-11" ], "visual_ids": [ "mf-v05" ] }, { "id": "mf-s-recipe-editor", "name": "Recipe details", "area": "Recipes", "entry": "Successful import or build", "primary_actions": [ "Edit portions", "Edit ingredients", "Next" ], "states": [ "Imported values", "Total weight optional" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-10", "mf-11" ], "visual_ids": [ "mf-v06" ] }, { "id": "mf-s-recipe-ai", "name": "AI recipe importer", "area": "Recipes", "entry": "Create Recipe > Import with AI", "primary_actions": [ "Upload photo", "Describe", "Analyze" ], "states": [ "Image attached", "Optional text" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-12" ], "visual_ids": [ "mf-v07" ] }, { "id": "mf-s-recipe-save", "name": "Preparation and save", "area": "Recipes", "entry": "Recipe details > Next", "primary_actions": [ "Edit preparation", "Create", "Create & Add" ], "states": [ "Save only", "Save to library and plate" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-11" ], "visual_ids": [] }, { "id": "mf-s-custom-food", "name": "Custom food wizard", "area": "Foods", "entry": "+ > New Food", "primary_actions": [ "Manual or AI", "Serving basis", "Nutrition entry" ], "states": [ "Per serving", "Per 100g", "Per 100ml" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-40" ], "visual_ids": [] }, { "id": "mf-s-strategy", "name": "Strategy", "area": "Coaching", "entry": "Bottom navigation", "primary_actions": [ "New Goal", "New Program", "Check-In" ], "states": [ "Check-in available" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-15", "mf-17", "mf-18" ], "visual_ids": [] }, { "id": "mf-s-goal", "name": "Weight goal wizard", "area": "Coaching", "entry": "Strategy > New Goal", "primary_actions": [ "Choose direction", "Set weight/rate", "Review" ], "states": [ "Loss", "Maintenance", "Gain" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-15" ], "visual_ids": [] }, { "id": "mf-s-program", "name": "Program preferences", "area": "Coaching", "entry": "Strategy > New Program", "primary_actions": [ "Select style", "Configure preferences" ], "states": [ "Coached", "Collaborative", "Manual" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-16", "mf-17" ], "visual_ids": [] }, { "id": "mf-s-checkin", "name": "Check-in agenda", "area": "Coaching", "entry": "Strategy > Check-In", "primary_actions": [ "Open module", "Skip module" ], "states": [ "Selected modules", "Later modules" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-18", "mf-19" ], "visual_ids": [ "mf-v08" ] }, { "id": "mf-s-partial", "name": "Partial logging repair", "area": "Coaching", "entry": "Check-in > Partial Logging", "primary_actions": [ "Select/unselect incomplete days", "Next" ], "states": [ "Low-intake candidates", "Corrected day classification" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-19" ], "visual_ids": [ "mf-v09" ] }, { "id": "mf-s-update", "name": "Program Update", "area": "Coaching", "entry": "Final check-in module", "primary_actions": [ "Accept program changes", "Decline" ], "states": [ "Suggested calorie delta" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-20", "mf-18" ], "visual_ids": [ "mf-v10" ] }, { "id": "mf-s-expenditure", "name": "Expenditure analytics", "area": "Insights", "entry": "Dashboard > Expenditure", "primary_actions": [ "Inspect trend" ], "states": [ "Updating estimate" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-02" ], "visual_ids": [] }, { "id": "mf-s-weight", "name": "Weight Trend", "area": "Insights", "entry": "Dashboard > Weight Trend", "primary_actions": [ "Inspect trend vs scale" ], "states": [ "Smoothed trend", "Raw scale" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-03" ], "visual_ids": [] }, { "id": "mf-s-nutrient", "name": "Nutrient Explorer", "area": "Insights", "entry": "Dashboard Nutrition > See All > nutrient", "primary_actions": [ "Pan/zoom", "Review contributing foods" ], "states": [ "Historical chart", "Goal range" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-31", "mf-32" ], "visual_ids": [] }, { "id": "mf-s-nutrient-goal", "name": "Nutrient Goal Editor", "area": "Insights", "entry": "Nutrient > goal settings > active goal", "primary_actions": [ "Auto/Custom/None", "Set bounds", "Save" ], "states": [ "Optional floor/target/ceiling" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "visual", "sources": [ "mf-33" ], "visual_ids": [ "mf-v11" ] }, { "id": "mf-s-body", "name": "Full Body measurements", "area": "Body metrics", "entry": "Body Metrics > See All > Full Body", "primary_actions": [ "Select date", "Add measurements", "Save" ], "states": [ "Current or past date" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-29" ], "visual_ids": [] }, { "id": "mf-s-photos", "name": "Progress Photo entry", "area": "Body metrics", "entry": "Body Metrics > See All > Progress Photo", "primary_actions": [ "Capture/upload", "Crop", "Save" ], "states": [ "Front", "Side", "Back" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-30" ], "visual_ids": [] }, { "id": "mf-s-integrations", "name": "Integrations", "area": "Settings", "entry": "More > Feature Settings > Integrations", "primary_actions": [ "Enable provider", "Grant OS permissions" ], "states": [ "Syncing", "Not syncing" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-21", "mf-22" ], "visual_ids": [] }, { "id": "mf-s-export", "name": "Data Export", "area": "Data control", "entry": "More > Data Management > Data Export", "primary_actions": [ "Quick Export", "Granular Export", "Export" ], "states": [ "Time range", "Selected data types" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-23" ], "visual_ids": [] }, { "id": "mf-s-subscription", "name": "Subscriptions", "area": "Account", "entry": "More > Subscriptions", "primary_actions": [ "View renewal", "Choose plan" ], "states": [ "Nutrition", "Bundle" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-25", "mf-26" ], "visual_ids": [] }, { "id": "mf-s-delete", "name": "Account & Data Deletion", "area": "Account", "entry": "More > Data Management; expired subscription overflow", "primary_actions": [ "Delete account" ], "states": [ "Active subscription route", "Inactive subscription route" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Account control; available with active or inactive subscription", "evidence": "documented", "sources": [ "mf-24" ], "visual_ids": [] }, { "id": "mf-s-modifiers", "name": "Expenditure settings", "area": "Settings", "entry": "More > Expenditure", "primary_actions": [ "Toggle step-informed", "Toggle predictive goal adjustment" ], "states": [ "Independent optional toggles" ], "platform": "iOS and Android; device parity not hands-on verified", "tier": "Paid Nutrition subscription or eligible bundle; trial available", "evidence": "documented", "sources": [ "mf-50" ], "visual_ids": [] } ], "flows": [ { "id": "mf-f-setup", "name": "Onboard and choose target", "job": "Start a nutrition program", "preconditions": [ "Account/trial access; signup not tested" ], "steps": [ { "screen": "mf-s-onboarding", "action": "Answer personal/program questions", "result": "Coached program initialized" }, { "screen": "mf-s-strategy", "action": "Open New Goal", "result": "Goal wizard" }, { "screen": "mf-s-goal", "action": "Select direction, weight and rate; review", "result": "New goal saved" }, { "screen": "mf-s-program", "action": "Create program if immediate realignment needed", "result": "Program reflects goal" } ], "branches": [ "Otherwise coached/collaborative targets align at next check-in", "Exact signup/paywall ordering unknown" ], "persistence": "Goal and program are separate objects. Documentation-derived; durability not tested.", "friction": "A new goal is not necessarily an immediate new calorie prescription.", "evidence": "documented", "sources": [ "mf-45", "mf-15", "mf-17" ], "visual_ids": [] }, { "id": "mf-f-search", "name": "Search and stage a meal", "job": "Log several foods once", "preconditions": [ "Subscription; database connection" ], "steps": [ { "screen": "mf-s-search", "action": "Query and select food", "result": "Food detail" }, { "screen": "mf-s-food", "action": "Set portion and Add", "result": "Food staged" }, { "screen": "mf-s-search", "action": "Repeat or switch logging methods", "result": "Mixed-method meal assembled" }, { "screen": "mf-s-plate", "action": "Review; Log Foods", "result": "Entries enter diary" } ], "branches": [ "Multi-add skips detail; defaults require review" ], "persistence": "Logged foods enter selected date/time. Documentation-derived; durability not tested.", "friction": "Staging versus logging terminology must be learned.", "evidence": "documented", "sources": [ "mf-04" ], "visual_ids": [] }, { "id": "mf-f-barcode", "name": "Barcode with missing-item recovery", "job": "Log packaged food", "preconditions": [ "Camera access; readable package" ], "steps": [ { "screen": "mf-s-scan", "action": "Scan barcode", "result": "Matched food or label fallback" }, { "screen": "mf-s-food", "action": "Review match and amount", "result": "Ready to log" }, { "screen": "mf-s-plate", "action": "Log Foods", "result": "Diary entry" } ], "branches": [ "No match: label scan → custom-food wizard; review fields before save", "Camera permission denial recovery unverified" ], "persistence": "Custom entries can be reused; logged copy recorded. Documentation-derived; durability not tested.", "friction": "Barcode success does not validate portion or label accuracy.", "evidence": "documented", "sources": [ "mf-07", "mf-40" ], "visual_ids": [] }, { "id": "mf-f-ai", "name": "AI meal logging and repair", "job": "Estimate a meal from photos/text", "preconditions": [ "Camera or library access; AI available" ], "steps": [ { "screen": "mf-s-ai", "action": "Use Snap or Describe; attach context", "result": "Analysis requested" }, { "screen": "mf-s-plate", "action": "Inspect returned foods and ingredients", "result": "Candidate meal" }, { "screen": "mf-s-food", "action": "Correct quantities or remove items", "result": "Revised estimate" }, { "screen": "mf-s-plate", "action": "Log Foods", "result": "Logged meal" } ], "branches": [ "Legacy help uses Photo/Photo & Text instead", "Multi-image and detailed instructions documented in May 2026; current appearance not inspected" ], "persistence": "Only reviewed logged output is claimed. Documentation-derived; durability not tested.", "friction": "AI accuracy, latency and refusal behavior untested.", "evidence": "documented", "sources": [ "mf-05", "mf-47" ], "visual_ids": [] }, { "id": "mf-f-voice", "name": "Dictate meal description", "job": "Log without individual searches", "preconditions": [ "Keyboard dictation available" ], "steps": [ { "screen": "mf-s-describe", "action": "Use keyboard microphone; describe portions", "result": "Text input" }, { "screen": "mf-s-describe", "action": "Submit description", "result": "Foods returned to plate" }, { "screen": "mf-s-plate", "action": "Review and log", "result": "Diary entries" } ], "branches": [ "Typing is alternative", "Legacy Find Foods label may differ in current Describe" ], "persistence": "Result is food entries, not a demonstrated voice conversation. Documentation-derived; durability not tested.", "friction": "OS microphone permissions and accent accuracy unknown.", "evidence": "documented", "sources": [ "mf-06", "mf-47" ], "visual_ids": [] }, { "id": "mf-f-correct", "name": "Correct historical entries", "job": "Fix portion or stale recipe data", "preconditions": [ "Existing food-log entry" ], "steps": [ { "screen": "mf-s-timeline", "action": "Select entry and Edit", "result": "Portion editor" }, { "screen": "mf-s-food", "action": "Correct serving/quantity", "result": "Edited entry" } ], "branches": [ "Changing the base recipe leaves old entries intact; delete and relog to use updated recipe", "Exact save gesture for every current mode unknown" ], "persistence": "Historical recipe entries are snapshots. Documentation-derived; durability not tested.", "friction": "Fixing a reusable definition does not repair earlier copies.", "evidence": "documented", "sources": [ "mf-08", "mf-13" ], "visual_ids": [ "mf-v02" ] }, { "id": "mf-f-copy", "name": "Reuse across dates", "job": "Prelog repeated meals", "preconditions": [ "Existing food or meal" ], "steps": [ { "screen": "mf-s-timeline", "action": "Select foods/hour/day; Copy", "result": "Clipboard populated" }, { "screen": "mf-s-paste", "action": "Choose To Dates and select days", "result": "Destination set" }, { "screen": "mf-s-paste", "action": "Paste to dates", "result": "Copies added" } ], "branches": [ "Multi-paste inline preserves clipboard", "To now/today/tomorrow preserve different temporal intent" ], "persistence": "Copies added at selected destinations. Documentation-derived; durability not tested.", "friction": "Future copies may need independent correction.", "evidence": "documented", "sources": [ "mf-09" ], "visual_ids": [ "mf-v03" ] }, { "id": "mf-f-meal", "name": "Save a meal; vary ingredients", "job": "Reuse breakfast with one change", "preconditions": [ "Foods already logged" ], "steps": [ { "screen": "mf-s-timeline", "action": "Select meal; Create recipe", "result": "Recipe draft" }, { "screen": "mf-s-recipe-editor", "action": "Name and save", "result": "Reusable meal" }, { "screen": "mf-s-library", "action": "Select recipe", "result": "Meal staged" }, { "screen": "mf-s-plate", "action": "Expand/explode; adjust components; Log Foods", "result": "Customized meal instance" } ], "branches": [ "Speed mode exposes Explode directly", "Context mode uses plate expansion" ], "persistence": "Recipe reused without requiring base edit for every variation. Documentation-derived; durability not tested.", "friction": "Recipe as meal vocabulary may surprise beginners.", "evidence": "documented", "sources": [ "mf-14", "mf-41" ], "visual_ids": [] }, { "id": "mf-f-recipe", "name": "Build or import recipe", "job": "Create reusable cooked-dish portions", "preconditions": [ "Ingredient data or recipe URL" ], "steps": [ { "screen": "mf-s-recipe-method", "action": "Choose build or link", "result": "Builder or URL screen" }, { "screen": "mf-s-recipe-url", "action": "Import URL if selected", "result": "Recipe fields populated" }, { "screen": "mf-s-recipe-editor", "action": "Review ingredients; enter cooked weight or servings", "result": "Portion basis set" }, { "screen": "mf-s-recipe-save", "action": "Review preparation; Create or Create & Add", "result": "Saved recipe or staged recipe" } ], "branches": [ "AI route accepts image/text then Analyze", "Import failure and unsupported sites untested" ], "persistence": "Saved library recipe; optional plate addition. Documentation-derived; durability not tested.", "friction": "Cooked yield must not be confused with raw ingredient mass.", "evidence": "documented", "sources": [ "mf-10", "mf-11", "mf-12" ], "visual_ids": [ "mf-v04", "mf-v05", "mf-v06", "mf-v07" ] }, { "id": "mf-f-review", "name": "Review data before weekly update", "job": "Protect recommendations from incomplete data", "preconditions": [ "Coached/collaborative; check-in available" ], "steps": [ { "screen": "mf-s-strategy", "action": "Open Check-In", "result": "Module agenda" }, { "screen": "mf-s-checkin", "action": "Open Partial Logging if surfaced", "result": "Day review" }, { "screen": "mf-s-partial", "action": "Confirm incomplete days", "result": "Data classification corrected" }, { "screen": "mf-s-update", "action": "Accept or decline suggestion", "result": "Program changed only if accepted" } ], "branches": [ "Skip modules or enable Fast Check-In", "Accurate low-intake day should be unselected" ], "persistence": "Incomplete classification informs algorithm; approved program update applies. Documentation-derived; durability not tested.", "friction": "False-positive low-intake detection needs human review.", "evidence": "documented", "sources": [ "mf-18", "mf-19", "mf-20" ], "visual_ids": [ "mf-v08", "mf-v09", "mf-v10" ] }, { "id": "mf-f-trends", "name": "Inspect nutrient trends and targets", "job": "Understand a low micronutrient total", "preconditions": [ "Logged food data" ], "steps": [ { "screen": "mf-s-dashboard", "action": "Open Nutrition > See All", "result": "Nutrient list" }, { "screen": "mf-s-nutrient", "action": "Select nutrient; inspect chart/completeness", "result": "Intake and reporting context" }, { "screen": "mf-s-nutrient-goal", "action": "Choose Custom; set bounds; save", "result": "Personal target configuration" } ], "branches": [ "Auto or None available", "Low completeness does not demonstrate deficiency" ], "persistence": "Custom goal recorded. Documentation-derived; durability not tested.", "friction": "Accurate chart presentation cannot repair missing database fields.", "evidence": "documented", "sources": [ "mf-31", "mf-32", "mf-33" ], "visual_ids": [ "mf-v11" ] }, { "id": "mf-f-goal", "name": "Change goal without resetting history", "job": "Move between cut/maintain/gain", "preconditions": [ "Existing program" ], "steps": [ { "screen": "mf-s-strategy", "action": "New Goal", "result": "Goal wizard" }, { "screen": "mf-s-goal", "action": "Set new direction/rate", "result": "New goal" }, { "screen": "mf-s-program", "action": "New Program or edit preferences", "result": "Updated strategy" } ], "branches": [ "Wait until next check-in instead of immediate program", "Optional predictive modifier responds to genuine goal changes" ], "persistence": "Program-style changes do not lose prior data. Documentation-derived; durability not tested.", "friction": "Users must distinguish goal, program and expenditure settings.", "evidence": "documented", "sources": [ "mf-15", "mf-16", "mf-17", "mf-50" ], "visual_ids": [] }, { "id": "mf-f-sync", "name": "Connect weight/nutrition data", "job": "Reuse health-hub records", "preconditions": [ "OS health permissions and upstream data" ], "steps": [ { "screen": "mf-s-integrations", "action": "Enable Apple Health or Health Connect", "result": "OS authorization" }, { "screen": "mf-s-integrations", "action": "Approve prompted permissions", "result": "Syncing status" } ], "branches": [ "Initial import reaches up to 30 previous days", "Manual > Food Log > health-source precedence can hide expected external data", "Workout calorie burn is not a target input" ], "persistence": "Provider remains connected for new records. Documentation-derived; durability not tested.", "friction": "Missing external values can reflect priority rather than broken sync.", "evidence": "documented", "sources": [ "mf-21", "mf-22", "mf-28" ], "visual_ids": [] }, { "id": "mf-f-export", "name": "Export before leaving", "job": "Take data to spreadsheet or coach", "preconditions": [ "Account access" ], "steps": [ { "screen": "mf-s-export", "action": "Select Quick or Granular Export", "result": "Scope configured" }, { "screen": "mf-s-export", "action": "Choose range/data; Export", "result": "Spreadsheet generated" } ], "branches": [ "Quick summary differs from granular datasets", "File extension, food-row granularity and share-sheet handoff require test" ], "persistence": "Exported spreadsheet documented; no export executed. Documentation-derived; durability not tested.", "friction": "Portability completeness is unverified.", "evidence": "documented", "sources": [ "mf-23" ], "visual_ids": [] }, { "id": "mf-f-cancel", "name": "Stop subscription renewal", "job": "Avoid next billing cycle", "preconditions": [ "Know originating store account" ], "steps": [ { "screen": "mf-s-subscription", "action": "Review renewal", "result": "Plan identified" }, { "screen": "mf-s-subscription", "action": "Use originating App Store or Play subscriptions", "result": "External cancellation route" } ], "branches": [ "Exact store UI outside inspected evidence", "Deleting account is not cancellation" ], "persistence": "Store renewal state controls cancellation; not executed. Documentation-derived; durability not tested.", "friction": "Account deletion and billing are separate tasks.", "evidence": "documented", "sources": [ "mf-25", "mf-24" ], "visual_ids": [] }, { "id": "mf-f-delete", "name": "Delete account and data", "job": "Erase account after export/cancel", "preconditions": [ "Intentional irreversible action; not executed" ], "steps": [ { "screen": "mf-s-export", "action": "Export desired data first", "result": "User keeps local copy" }, { "screen": "mf-s-delete", "action": "Open active-route deletion or expired overflow", "result": "Deletion action accessible" }, { "screen": "mf-s-delete", "action": "Choose account deletion", "result": "Vendor documents deletion" } ], "branches": [ "Active and inactive subscription routes differ", "Store cancellation remains separate", "Bundle cross-app deletion scope needs explicit review" ], "persistence": "Vendor claims instant deletion; backend retention not audited. Documentation-derived; durability not tested.", "friction": "Shared ecosystem makes destructive scope important.", "evidence": "documented", "sources": [ "mf-23", "mf-24", "mf-49" ], "visual_ids": [] }, { "id": "mf-f-photos", "name": "Record body progress", "job": "Add dated measurements and photos", "preconditions": [ "User-owned photo or camera permission" ], "steps": [ { "screen": "mf-s-body", "action": "Select date and enter measurements; save", "result": "Measurement record" }, { "screen": "mf-s-photos", "action": "Choose front/side/back; capture or upload", "result": "Photo selected" }, { "screen": "mf-s-photos", "action": "Crop/rotate and save", "result": "Dated progress images" } ], "branches": [ "Historical date supported", "Shared Workouts data scope must be understood" ], "persistence": "Dated measurements/photos saved per documentation. Documentation-derived; durability not tested.", "friction": "No visual inspection of photo-crop UI or privacy controls.", "evidence": "documented", "sources": [ "mf-29", "mf-30", "mf-49" ], "visual_ids": [] } ], "visuals": [ { "id": "mf-v01", "file": "assets/01-dashboard.png", "source_url": "https://files.gleap.io/pf/gattachments/sofFat6YSVu7SdMTxQFS5GSvWXTIO5DcWRilLQr6iQxbEjCWPKcb7HGDzQPhDme1xHA9gvURd81.png?v=1&k=a&s=api&e=1791460800&sig=AhHwEfYRSj-gOisSWbpaob3VhAleGffoyX7yCMribJY", "source_page": "https://help.macrofactorapp.com/en/articles/22-get-to-know-your-dashboard", "title": "Dashboard weekly overview", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Seven-day nutrition bars sit above insight cards.", "Consumed/remaining toggle changes summary framing." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-01" ] }, { "id": "mf-v02", "file": "assets/02-correction.gif", "source_url": "https://staticfiles.gleap.io/ghelparticle/OGyg2IiEY9JZERi4rq0VAdNJZ4HEAQ9uRgRTQVQtbI6LGEJeyDIMhRtQXEniFVvxPMs7n4L3veA.gif", "source_page": "https://help.macrofactorapp.com/en/articles/98-edit-quantities-of-foods-you-ve-already-logged-and-view-nutritional-values-for-foods-on-your-timeline", "title": "Logged-food correction", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Quantity field, unit chips and keypad occupy the lower editor.", "Macro totals and target impact remain visible above." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested. Original animated GIF retained; annotated copy is middle frame only.", "sources": [ "mf-08" ] }, { "id": "mf-v03", "file": "assets/03-copy-dates.png", "source_url": "https://staticfiles.gleap.io/helparticle/20250707195459_2228.png", "source_page": "https://help.macrofactorapp.com/en/articles/95-copy-and-paste", "title": "Copy to multiple dates", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Calendar sheet shows non-contiguous selected dates.", "One bottom action pastes into selected days." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-09" ] }, { "id": "mf-v04", "file": "assets/04-recipe-start.png", "source_url": "https://staticfiles.gleap.io/gattachments/pas6lDYxfpd8YIcOUXOXKX8LOxYc8VxcwnafyhwCvJ87WWoucrJDytNyE38KGws1dLDrLX9jAdW.png", "source_page": "https://help.macrofactorapp.com/en/articles/259-import-recipes-from-link", "title": "Recipe import method", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Build/link/AI selection.", "Next advances." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-11" ] }, { "id": "mf-v05", "file": "assets/05-recipe-url.png", "source_url": "https://staticfiles.gleap.io/gattachments/qEj4aYHTNpp9WRAh6SIyCfUXN2MTW1y7e1tAjlsdGrrCdvBShs1RiH1hqu4de8Xpr6wzwFIvYiy.png", "source_page": "https://help.macrofactorapp.com/en/articles/259-import-recipes-from-link", "title": "Recipe URL input", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "URL field.", "Import action." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-11" ] }, { "id": "mf-v06", "file": "assets/06-recipe-details.png", "source_url": "https://staticfiles.gleap.io/gattachments/isTAsXDaJArMDdydMw2aR1TsM85Cd0azfh4eYFAsmIbTQ5R4xsmQPYjA02mIxDHAtt84vzcmHY1.png", "source_page": "https://help.macrofactorapp.com/en/articles/259-import-recipes-from-link", "title": "Imported recipe review", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Editable recipe fields.", "Next advances." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-11" ] }, { "id": "mf-v07", "file": "assets/07-recipe-ai.png", "source_url": "https://staticfiles.gleap.io/gattachments/ca6sW1qQTwkxcDIVt4gNtmcbO0ZM8cv3j8Uy4SErOkPptGXG65mIgchx6LWIrkW6nSjPmziiBdy.png", "source_page": "https://help.macrofactorapp.com/en/articles/398-import-recipes-with-ai", "title": "Recipe AI input", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Uploaded recipe image and optional description share one form.", "Analyze starts interpretation rather than immediately saving." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-12" ] }, { "id": "mf-v08", "file": "assets/08-checkin-intro.png", "source_url": "https://staticfiles.gleap.io/ghelparticle/f3NyiDjoCQlzUwXQAnKB82VtgaJU1wjKTF2M7FwlbnvMxO1QTQDqrKPmWptuOIJCBznj5ILfF3F.png", "source_page": "https://help.macrofactorapp.com/en/articles/248-coaching-module-partial-logging", "title": "Check-in module agenda", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Partial Logging is surfaced before later modules.", "Skip Module and continue are separately available." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-19" ] }, { "id": "mf-v09", "file": "assets/09-checkin-select.png", "source_url": "https://staticfiles.gleap.io/ghelparticle/NH2gHixfJMuS281JVpbprrOsL0KRGrBUQWJCrrvAnkPhMv1G9M4H1BrHSyEykUd82AwJ472d6VL.png", "source_page": "https://help.macrofactorapp.com/en/articles/248-coaching-module-partial-logging", "title": "Partial-day repair", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Low-intake bars are paired with selectable day pills.", "Legend distinguishes incomplete from accurately logged days." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-19" ] }, { "id": "mf-v10", "file": "assets/10-program-update.png", "source_url": "https://staticfiles.gleap.io/ghelparticle/Jhm1XWy5Pu58F0CDy4zeGsrr5FjJGLhmt9L7s5csfKBswzd0qfUGkK6HjhUHY2yA7JGA5aGU4tR.png", "source_page": "https://help.macrofactorapp.com/en/articles/252-coaching-module-program-update", "title": "Program update consent", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Proposed calorie change is prominent in open space.", "Decline and Silence sits above Accept Program Changes." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-20" ] }, { "id": "mf-v11", "file": "assets/11-nutrient-goal.png", "source_url": "https://staticfiles.gleap.io/ghelparticle/lUu1ncGHrNNgvfXG7S9F9fkvoN8eDaBQ0zSBmwJvYs4GbgaevqWfGfNmJivoIfTQiGwTyatgnqZ.png", "source_page": "https://help.macrofactorapp.com/en/articles/136-set-custom-nutrient-goals", "title": "Custom nutrient goal", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Auto, Custom and None are explicit goal modes.", "Target field is independently configured from other bounds." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested.", "sources": [ "mf-33" ] }, { "id": "mf-v12", "file": "assets/12-photo-ai.png", "source_url": "https://staticfiles.gleap.io/helparticle/20250503193409_6918.png", "source_page": "https://help.macrofactorapp.com/en/articles/258-ai-food-logging", "title": "Legacy photo-to-plate example", "platform": "iPhone-like UI depicted; Android appearance unverified", "version_or_date": "Unknown app version; retrieved 2026-10-07; legacy image filename suggests 2025-05-03, not a verified release date", "kind": "help-screenshot", "observations": [ "Camera view and editable ingredient plate are shown side by side.", "Expanded fruit ingredients expose individual portions." ], "limitations": "Official vendor-help composite/device-framed image, not our device capture; version/date unknown; no interaction tested. Legacy Photo / Photo & Text UI and Beta badge; May 2026 update documents Snap / Describe instead.", "sources": [ "mf-05" ] } ], "design_patterns": [ { "name": "Stage then commit", "observation": "Food methods converge on an editable plate.", "implication": "Repair mixed-input meals before writing diary entries.", "tradeoff": "Add versus Log semantics add learning effort.", "sources": [ "mf-04", "mf-05" ], "visual_ids": [ "mf-v12" ] }, { "name": "Historical snapshots", "observation": "Base recipe edits do not rewrite past diary copies.", "implication": "Protect longitudinal calculations from accidental backfill.", "tradeoff": "Correction propagation requires delete/relog.", "sources": [ "mf-13" ], "visual_ids": [] }, { "name": "Human confirmation of anomalous data", "observation": "Check-in displays low-intake days for classification.", "implication": "Put data repair ahead of target adjustment.", "tradeoff": "Candidates can be false positives; opt-out matters.", "sources": [ "mf-19", "mf-18" ], "visual_ids": [ "mf-v08", "mf-v09" ] }, { "name": "Explicit consent at target update", "observation": "Calorie delta precedes accept/decline actions.", "implication": "Automated advice stays reviewable.", "tradeoff": "Decline consequences need explanation.", "sources": [ "mf-20", "mf-18" ], "visual_ids": [ "mf-v10" ] }, { "name": "Multiple time destinations", "observation": "One calendar selects disjoint paste dates.", "implication": "Repeated meals can be planned as a batch.", "tradeoff": "Bulk additions need a clear undo or correction story.", "sources": [ "mf-09" ], "visual_ids": [ "mf-v03" ] }, { "name": "Import is not save", "observation": "See canonical workflow mf-f-recipe.", "implication": "Imported data receives the same correction model as manual data.", "tradeoff": "Users still must know cooked yield and servings.", "sources": [ "mf-10", "mf-11", "mf-12" ], "visual_ids": [ "mf-v04", "mf-v05", "mf-v06", "mf-v07" ] }, { "name": "Confidence separate from intake", "observation": "Nutrient completeness qualifies low reported totals.", "implication": "Avoid interpreting missing food data as absence of a nutrient.", "tradeoff": "Completeness itself requires explanation.", "sources": [ "mf-32", "mf-31" ], "visual_ids": [] }, { "name": "Configurable automation", "observation": "Coached, Collaborative and Manual separate control levels.", "implication": "Support autonomy without forcing a different product.", "tradeoff": "More flexible modes remove some guardrails.", "sources": [ "mf-16" ], "visual_ids": [] }, { "name": "Neutral target framing", "observation": "Dashboard allows consumed/remaining; corrections retain target context.", "implication": "Support planning and retrospective review from one data model.", "tradeoff": "Density may challenge novice comprehension.", "sources": [ "mf-01", "mf-08" ], "visual_ids": [ "mf-v01", "mf-v02" ] } ], "questions": [ { "question": "Does current AI use Snap/Describe on both platforms?", "why_it_matters": "Help screenshots predate redesign.", "how_to_verify": "Record both apps and repeat photo/text/multi-image correction path.", "priority": "high" }, { "question": "Do edited logged quantities and exploded ingredients persist after restart/sync?", "why_it_matters": "Correction durability is trust-critical.", "how_to_verify": "Use synthetic meal, edit, restart, compare export and second device.", "priority": "high" }, { "question": "Can erroneous bulk pastes be undone safely?", "why_it_matters": "Batch reuse increases damage radius.", "how_to_verify": "Paste to several dates then inspect undo/delete across dates.", "priority": "high" }, { "question": "How are offline writes merged?", "why_it_matters": "Cached logging is not a complete offline guarantee.", "how_to_verify": "Airplane-mode add/edit/delete then reconnect and compare records.", "priority": "high" }, { "question": "What exact data does Granular Export include?", "why_it_matters": "Portability claims may exceed food-level export.", "how_to_verify": "Inspect downloaded tables, units, timestamps, recipes and photos.", "priority": "high" }, { "question": "What is the deletion scope across Nutrition and Workouts?", "why_it_matters": "Shared account/body data may surprise users.", "how_to_verify": "Review destructive confirmation without submitting; ask support about retention.", "priority": "high" }, { "question": "Which AI label formats/languages fail now?", "why_it_matters": "Old regional guidance is superseded by marketing updates.", "how_to_verify": "Test varied labels against manual transcription.", "priority": "medium" }, { "question": "How does nutrient-goal history handle changed targets?", "why_it_matters": "Historical charts can imply past compliance against new goals.", "how_to_verify": "Change target on dated test data and inspect prior periods.", "priority": "medium" }, { "question": "Are configurable nutrition reminders and native social functions available?", "why_it_matters": "Inspected sources do not settle feature parity.", "how_to_verify": "Inspect current settings and official release notes.", "priority": "medium" }, { "question": "What is the exact onboarding and paywall sequence?", "why_it_matters": "No account was created.", "how_to_verify": "Use authorized trial recording on clean install; do not purchase without approval.", "priority": "high" }, { "question": "How accessible are charts and dense food editors?", "why_it_matters": "Device scaling claims do not establish accessible interaction.", "how_to_verify": "Test large text, screen reader order, contrast and reduced motion.", "priority": "medium" }, { "question": "Are the current watch app capabilities equivalent across ecosystems?", "why_it_matters": "Nutrition watch docs exist but were not deeply audited.", "how_to_verify": "Inspect platform store availability and current help with devices.", "priority": "medium" } ] }, { "slug": "myfitnesspal", "name": "MyFitnessPal", "researched_at": "2026-10-07", "scope": "Public first-party desk research; official help text and visually inspected screenshots. No signup, native testing, purchase, browser session, sync or destructive action.", "positioning": "Broad food diary with free manual logging, Premium capture/control/analysis, and Premium+ meal planning; AI Coach is a regional iOS paid rollout.", "mental_model": "Date → meal → food entry is the durable ledger. Foods, saved food groups and serving-based recipes feed it. Goals and exercise affect daily allowance; Progress interprets history; Planner and Coach remain adjacent to explicit logging.", "platforms": [ "iOS", "Android", "web" ], "limitations": [ "Documentation-derived transitions are not tested behavior.", "Mixed refreshed and legacy images; screenshot date/version often unknown.", "US focus; six-country English rollouts and OS restrictions preserved.", "No universal price asserted or checkout inspected.", "Recognition result/camera, onboarding, paywall, export and deletion screens not visually captured.", "A small number of stale linked help article APIs returned 404; alternatives fetched and failures retained.", "Inventory includes explicit external email/file-reader destinations and an unpictured profile destination; these are not native-screen captures." ], "sources": [ { "id": "mfp-01", "title": "New App Experience: Today Tab and More", "url": "https://support.myfitnesspal.com/hc/en-us/articles/45276346234637-New-App-Experience-Today-Tab-and-More", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-15T10:08:53Z" }, { "id": "mfp-02", "title": "Your Today tab", "url": "https://support.myfitnesspal.com/hc/en-us/articles/39985611667341-Your-Today-tab", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-02T00:11:57Z" }, { "id": "mfp-03", "title": "Introducing Progress Overview: Your Progress, Personalized", "url": "https://support.myfitnesspal.com/hc/en-us/articles/45246617814669-Introducing-Progress-Overview-Your-Progress-Personalized", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-02T05:32:04Z" }, { "id": "mfp-04", "title": "Introducing Nutrition Coach: Your Nutrition Assistant", "url": "https://support.myfitnesspal.com/hc/en-us/articles/45212266254221-Introducing-Nutrition-Coach-Your-Nutrition-Assistant", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-02T02:25:49Z" }, { "id": "mfp-05", "title": "The difference between Free, Premium, and Premium +", "url": "https://support.myfitnesspal.com/hc/en-us/articles/34889191368077-The-difference-between-Free-Premium-and-Premium", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-05T18:16:14Z" }, { "id": "mfp-06", "title": "How does MyFitnessPal calculate my initial goals?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032625391-How-does-MyFitnessPal-calculate-my-initial-goals", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-29T22:33:58Z" }, { "id": "mfp-07", "title": "Customize your nutritional goals", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032274432-Customize-your-nutritional-goals", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:27:21Z" }, { "id": "mfp-08", "title": "How to log food to your diary", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032274592-How-to-log-food-to-your-diary", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-05T17:50:42Z" }, { "id": "mfp-09", "title": "How to use the Barcode Scanner", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032624771-How-to-use-the-Barcode-Scanner", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-03T21:30:11Z" }, { "id": "mfp-10", "title": "How to use the Meal Scanner", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360045761612-How-to-use-the-Meal-Scanner", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-16T18:08:57Z" }, { "id": "mfp-11", "title": "How to log food with your voice", "url": "https://support.myfitnesspal.com/hc/en-us/articles/30332897072269-How-to-log-food-with-your-voice", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-21T21:25:13Z" }, { "id": "mfp-12", "title": "Getting started with Quick Add", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032621971-Getting-started-with-Quick-Add", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-25T17:37:43Z" }, { "id": "mfp-13", "title": "How to delete an entry from your food diary", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032624311-How-to-delete-an-entry-from-your-food-diary", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:25:50Z" }, { "id": "mfp-14", "title": "How do I copy a meal from one day to another?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032622131-How-do-I-copy-a-meal-from-one-day-to-another", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-04T21:41:50Z" }, { "id": "mfp-15", "title": "Create, find, and log your saved meals.", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032625331-Create-find-and-log-your-saved-meals", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-26T17:55:58Z" }, { "id": "mfp-16", "title": "How to create and find your recipes", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032271452-How-to-create-and-find-your-recipes", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-29T20:26:49Z" }, { "id": "mfp-17", "title": "How the Recipe Importer works in the iOS and Android apps", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032623231-How-the-Recipe-Importer-works-in-the-iOS-and-Android-apps", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-29T20:22:00Z" }, { "id": "mfp-18", "title": "How to edit or delete a recipe", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032271372-How-to-edit-or-delete-a-recipe", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-05T18:38:11Z" }, { "id": "mfp-19", "title": "How to use the Meal Planner", "url": "https://support.myfitnesspal.com/hc/en-us/articles/34603055097869-How-to-use-the-Meal-Planner", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-01T22:03:27Z" }, { "id": "mfp-20", "title": "Check Marked items", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032273292-Check-Marked-items", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-21T11:47:32Z" }, { "id": "mfp-21", "title": "Can I access MyFitnessPal when I don't have an internet connection?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032622851-Can-I-access-MyFitnessPal-when-I-don-t-have-an-internet-connection", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T14:38:31Z" }, { "id": "mfp-22", "title": "Apple Health connection and syncing", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032271092-Apple-Health-connection-and-syncing", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-24T14:13:08Z" }, { "id": "mfp-23", "title": "Health Connect FAQ and Troubleshooting", "url": "https://support.myfitnesspal.com/hc/en-us/articles/10553948248973-Health-Connect-FAQ-and-Troubleshooting", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-07-10T20:10:22Z" }, { "id": "mfp-24", "title": "Why your daily nutrient values and calorie goal change you log exercise", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032623851-Why-your-daily-nutrient-values-and-calorie-goal-change-you-log-exercise", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-01T20:32:34Z" }, { "id": "mfp-25", "title": "Export your nutrition, progress, and exercise data", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032273352-Export-your-nutrition-progress-and-exercise-data", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:24:58Z" }, { "id": "mfp-26", "title": "How to cancel your Premium subscription renewal", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032625371-How-to-cancel-your-Premium-subscription-renewal", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-05T14:21:25Z" }, { "id": "mfp-27", "title": "How to delete your MyFitnessPal account", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032622451-How-to-delete-your-MyFitnessPal-account", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-30T16:58:59Z" }, { "id": "mfp-28", "title": "How do I record my weight and other measurements?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032624431-How-do-I-record-my-weight-and-other-measurements", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-29T22:20:21Z" }, { "id": "mfp-29", "title": "Progress Photos FAQs", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032625271-Progress-Photos-FAQs", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:20:44Z" }, { "id": "mfp-30", "title": "How to track how much water you drink", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032270732-How-to-track-how-much-water-you-drink", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-04T07:20:05Z" }, { "id": "mfp-31", "title": "How to set up logging reminders", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032622391-How-to-set-up-logging-reminders", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-01T19:49:42Z" }, { "id": "mfp-32", "title": "How to add a Widget to mobile Home Screen", "url": "https://support.myfitnesspal.com/hc/en-us/articles/6886354417165-How-to-add-a-Widget-to-mobile-Home-Screen", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:23:44Z" }, { "id": "mfp-33", "title": "Track Intermittent Fasting with MyFitnessPal Premium", "url": "https://support.myfitnesspal.com/hc/en-us/articles/10983207647117-Track-Intermittent-Fasting-with-MyFitnessPal-Premium", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-17T18:22:15Z" }, { "id": "mfp-34", "title": "How do I make my diary visible to other users?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032273872-How-do-I-make-my-diary-visible-to-other-users", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-01T14:36:10Z" }, { "id": "mfp-35", "title": "Can I access my MyFitnessPal account on the web?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032623131-Can-I-access-my-MyFitnessPal-account-on-the-web", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-30T19:18:25Z" }, { "id": "mfp-36", "title": "MyFitnessPal Premium features", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032625951-MyFitnessPal-Premium-features", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-18T20:04:09Z" }, { "id": "mfp-37", "title": "Multi-Day Logging with MyFitnessPal Premium", "url": "https://support.myfitnesspal.com/hc/en-us/articles/33535658002061-Multi-Day-Logging-with-MyFitnessPal-Premium", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-16T21:25:33Z" }, { "id": "mfp-38", "title": "The barcode scanner returned the wrong item", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032270912-The-barcode-scanner-returned-the-wrong-item", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-01T17:23:03Z" }, { "id": "mfp-39", "title": "How to report incorrect food items in the database", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032274312-How-to-report-incorrect-food-items-in-the-database", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-10-01T19:11:41Z" }, { "id": "mfp-40", "title": "How can I force my calorie goals to update?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032271472-How-can-I-force-my-calorie-goals-to-update", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-12T04:46:23Z" }, { "id": "mfp-41", "title": "Weekly Digest", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032622591-Weekly-Digest", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:20:44Z" }, { "id": "mfp-42", "title": "Using Food Lists with MyFitnessPal Premium", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032272712-Using-Food-Lists-with-MyFitnessPal-Premium", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-27T00:20:13Z" }, { "id": "mfp-43", "title": "Google Health (Fitbit) connection and step source", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360039592171-Google-Health-Fitbit-connection-and-step-source", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-08-29T20:17:19Z" }, { "id": "mfp-44", "title": "What is included in the free version?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/15457546881805-What-is-included-in-the-free-version", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-06T19:49:09Z" }, { "id": "mfp-45", "title": "How to log a food that's not in the database", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032271992-How-to-log-a-food-that-s-not-in-the-database", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-30T20:30:40Z" }, { "id": "mfp-46", "title": "Why calories burned from strength training aren't calculated", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032625431-Why-calories-burned-from-strength-training-aren-t-calculated", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-07-20T19:02:38Z" }, { "id": "mfp-47", "title": "Can I change my calorie goal without affecting my historical entries?", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032624071-Can-I-change-my-calorie-goal-without-affecting-my-historical-entries", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-29T13:27:16Z" }, { "id": "mfp-48", "title": "What to do if the serving size you need isn't available", "url": "https://support.myfitnesspal.com/hc/en-us/articles/360032272852-What-to-do-if-the-serving-size-you-need-isn-t-available", "retrieved_at": "2026-10-07", "evidence_type": "official-help", "published_or_updated": "2026-09-24T20:53:51Z" } ], "features": [ { "key": "onboarding", "label": "Profile-based setup", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Age, height, weight, sex, activity and desired weekly weight change inform the initial target; exact onboarding screen order unverified.", "sources": [ "mfp-06" ] }, { "key": "goal_setting", "label": "Nutrition goals", "status": "documented", "tier": "Free; enhanced Premium", "platforms": "iOS; Android; web", "detail": "Custom calories and percentage macros; iOS documentation also shows Recommended Calories toggle and macro-balance presets.", "sources": [ "mfp-07" ] }, { "key": "calorie_budget", "label": "Net-calorie budget", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Daily allowance accounts for weight goal and can increase with logged cardio; exercise adjustments are not expenditure learning.", "sources": [ "mfp-06", "mfp-24" ] }, { "key": "macro_targets", "label": "Macro targets", "status": "documented", "tier": "Free percentages; Premium grams/day-specific", "platforms": "iOS; Android; web", "detail": "Free percentage increments; Premium precise gram goals and different targets by weekday.", "sources": [ "mfp-07" ] }, { "key": "micronutrients", "label": "Nutrient reporting", "status": "documented", "tier": "Free charts; Premium ranked foods", "platforms": "iOS; Android; web", "detail": "Nutrients tab provides consumed, goal and remaining values. Food completeness varies; do not assume comprehensive lab-grade micronutrients.", "sources": [ "mfp-44", "mfp-42", "mfp-20" ] }, { "key": "food_search", "label": "Database search", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Name/brand search, inspect details or quick-log with result plus.", "sources": [ "mfp-08" ] }, { "key": "verified_database", "label": "Reviewed database entries", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Check mark signals vendor review/addition, not error-free nutrition; unmarked does not mean incorrect.", "sources": [ "mfp-20" ] }, { "key": "barcode_scan", "label": "Barcode scanning", "status": "documented", "tier": "Premium / Premium+", "platforms": "iOS; Android", "detail": "Rear camera and camera permission required; mobile only. Wrong associations can be replaced for all users.", "sources": [ "mfp-09", "mfp-38" ] }, { "key": "label_scan", "label": "Nutrition-label OCR", "status": "not-found", "tier": "Unknown", "platforms": "Unknown", "detail": "No dedicated OCR label-entry flow found; documented label fallback is manual custom-food entry, distinct from barcode lookup.", "sources": [ "mfp-09", "mfp-45" ] }, { "key": "photo_logging", "label": "Meal Scan", "status": "limited", "tier": "Premium / Premium+", "platforms": "iOS 18+; Android 13+; English; app 22.17+", "detail": "Suggested foods require selection and portion review. iOS documents photo upload; Android instructions document camera capture only.", "sources": [ "mfp-10" ] }, { "key": "voice_logging", "label": "Voice Logging", "status": "limited", "tier": "Premium / Premium+", "platforms": "iOS; Android; English; app 24.35+", "detail": "Speech resolves database foods for review; excludes saved personal foods, recipes, meals, Quick Add and non-food logs; requires internet.", "sources": [ "mfp-11" ] }, { "key": "text_ai", "label": "Typed natural-language logging", "status": "not-found", "tier": "Unknown", "platforms": "Unknown", "detail": "Coach accepts typed questions but explicitly cannot log food. Recipe bulk text import is separate; general typed meal-to-diary AI not verified.", "sources": [ "mfp-04", "mfp-16" ] }, { "key": "quick_add", "label": "Quick Add calories / macros", "status": "documented", "tier": "Free calories; Premium macros", "platforms": "iOS; Android; web", "detail": "Enter totals without selecting a food; labels unavailable, notes suggested. Different from search-result Quick Log.", "sources": [ "mfp-12" ] }, { "key": "portion_edit", "label": "Serving correction", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Serving choices depend on database entry; adjust count, use another entry or create food when unit is missing.", "sources": [ "mfp-48" ] }, { "key": "meal_correction", "label": "Correct diary entries", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Food details permit changes; delete gesture differs by platform. Reporting database errors is reviewed rather than immediate.", "sources": [ "mfp-11", "mfp-13", "mfp-39" ] }, { "key": "history_favorites", "label": "History and personal library", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Recent/frequent lists populate automatically; My Foods and My Meals provide intentional reuse. No universal star-favorites behavior verified.", "sources": [ "mfp-44" ] }, { "key": "copy_meals", "label": "Copy across dates/meals", "status": "limited", "tier": "Free meal copy; Premium multi-day", "platforms": "iOS; Android; web", "detail": "Refreshed Today says meal-level copy only; older copy article describes item selection. Multi-day adds up to seven days, with no bulk undo.", "sources": [ "mfp-02", "mfp-14", "mfp-37" ] }, { "key": "saved_meals", "label": "Saved food groups", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Saved meal logs as separate food entries, not the custom meal name; mobile supports variations via Copy Meal.", "sources": [ "mfp-15" ] }, { "key": "recipes", "label": "Recipe builder", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Ingredient totals divided by yield; manually enter or bulk-match ingredients. Recipes remain editable.", "sources": [ "mfp-16", "mfp-18" ] }, { "key": "recipe_import", "label": "Web recipe import", "status": "documented", "tier": "Free", "platforms": "English; iOS; Android; web", "detail": "Paste a recipe URL, review ingredient matches, set yield and save. Exact review controls differ across platforms.", "sources": [ "mfp-17" ] }, { "key": "meal_planning", "label": "Meal Planner and groceries", "status": "limited", "tier": "Premium+", "platforms": "iOS; Android; English; six documented countries", "detail": "App 25.10+; US, UK, Canada, Ireland, NZ, Australia. Plans span 2–15 days; grocery-service selection varies by country/platform.", "sources": [ "mfp-19" ] }, { "key": "water", "label": "Water logging", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Healthy Habits water card; change units; date-aware logging and account sync documented.", "sources": [ "mfp-30" ] }, { "key": "weight_trend", "label": "Weight history and progress chart", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Logged measurements charted over selected timeframes; smoothed trend-weight algorithm not established.", "sources": [ "mfp-28", "mfp-03" ] }, { "key": "body_metrics", "label": "Body measurements", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Once-daily weight/other measurements; measurement selector supports more than weight.", "sources": [ "mfp-28" ] }, { "key": "progress_photos", "label": "Weigh-in photos", "status": "limited", "tier": "Free / no gate stated", "platforms": "iOS; Android; not web", "detail": "Photos attach to weigh-ins and sync to account; private unless shared, not automatically saved to camera roll.", "sources": [ "mfp-29" ] }, { "key": "exercise_logging", "label": "Exercise diary", "status": "documented", "tier": "Free; some Premium routines", "platforms": "iOS; Android; web", "detail": "Cardio, strength and routines paths; ordinary strength entries do not automatically calculate burn.", "sources": [ "mfp-46" ] }, { "key": "wearable_sync", "label": "Partner and tracker connections", "status": "documented", "tier": "Free connections; selected Premium details", "platforms": "iOS; Android; web", "detail": "Apps & Devices plus separate Steps source selection. Current help calls Fitbit Google Health; future data only on linking.", "sources": [ "mfp-43", "mfp-36" ] }, { "key": "health_platform_sync", "label": "Apple Health / Health Connect", "status": "limited", "tier": "Free", "platforms": "iPhone Apple Health; Android Health Connect", "detail": "Direction and data fidelity differ. Apple food out/exercise in/weight both ways; Health Connect meal summaries, steps, cardio, water and sleep.", "sources": [ "mfp-22", "mfp-23" ] }, { "key": "adaptive_targets", "label": "Target recalculation", "status": "limited", "tier": "Free; Premium exercise controls", "platforms": "iOS; Android; web", "detail": "Weight-loss recalculation prompts and cardio adjustments documented; no intake/weight-derived expenditure-learning algorithm verified.", "sources": [ "mfp-40", "mfp-24" ] }, { "key": "weekly_review", "label": "Progress Overview and Weekly Digest", "status": "limited", "tier": "Free baseline; Premium tips/archive", "platforms": "iOS; Android; email/report surfaces", "detail": "Overview requires English, app 26.16+ in six countries. Digest free history limited to last two reports.", "sources": [ "mfp-03", "mfp-41" ] }, { "key": "fasting", "label": "Fasting timer/history", "status": "limited", "tier": "Premium / Premium+", "platforms": "iPhone; Android; not iPad/web", "detail": "Manual start/stop and history corrections; does not modify nutrition goals.", "sources": [ "mfp-33" ] }, { "key": "reminders", "label": "Conditional logging reminders", "status": "documented", "tier": "Free / no gate stated", "platforms": "iOS; Android; not web", "detail": "Meal/time reminders, independent toggles and deletion. OS notifications must be permitted.", "sources": [ "mfp-31" ] }, { "key": "widgets", "label": "Calories/macros and water widgets", "status": "documented", "tier": "Tier not specified in article", "platforms": "iOS; Android", "detail": "Calories/macros widgets; interactive water on iOS18+; Android widget resizing requires Android13+.", "sources": [ "mfp-32" ] }, { "key": "offline_logging", "label": "Offline diary changes", "status": "limited", "tier": "Limited", "platforms": "iOS; Android", "detail": "Food database unavailable offline; existing diary changes synchronize later. Voice explicitly requires connection; cached catalog extent unverified.", "sources": [ "mfp-21", "mfp-11" ] }, { "key": "data_export", "label": "CSV export / printable report", "status": "documented", "tier": "Premium CSV; Free web printable report", "platforms": "iOS; Android; web", "detail": "Emailed ZIP of meal-level nutrition, measurements and exercise; not demonstrated item-level food portability.", "sources": [ "mfp-25", "mfp-44" ] }, { "key": "data_delete", "label": "Permanent account deletion", "status": "documented", "tier": "All accounts", "platforms": "iOS; Android; web", "detail": "Mobile Help > Delete Account; web Settings > Delete Account. Irreversible; not the same as canceling renewal.", "sources": [ "mfp-27", "mfp-26" ] }, { "key": "subscription_cancel", "label": "Cancel renewal", "status": "documented", "tier": "Paid subscriptions", "platforms": "Original Apple / Google Play / web billing platform", "detail": "Use original purchase channel; paid access remains through the billing period. Downgrade retains history.", "sources": [ "mfp-26", "mfp-05" ] }, { "key": "web_app", "label": "Synchronized web diary", "status": "documented", "tier": "Free; Premium enhancements", "platforms": "Web", "detail": "Food/exercise diaries, reports, community and account tools. Same account syncs online; camera/voice/planner availability differs.", "sources": [ "mfp-35", "mfp-09", "mfp-11" ] }, { "key": "social", "label": "Diary sharing and community", "status": "documented", "tier": "Free", "platforms": "iOS; Android; web", "detail": "Public, friends-only or key-locked diary sharing; friend diary access and meal copying documented.", "sources": [ "mfp-34", "mfp-44" ] }, { "key": "coaching", "label": "Nutrition Coach", "status": "limited", "tier": "Premium / Premium+", "platforms": "iOS only; English; six documented countries; staged rollout", "detail": "Diary-informed AI conversation; cannot log foods, edit goals or access weight history. Not medical advice.", "sources": [ "mfp-04" ] } ], "screens": [ { "id": "today", "name": "Today daily hub", "area": "Daily log", "entry": "Open app", "primary_actions": [ "Select date", "Log meal", "Open full diary", "Open profile" ], "states": [ "Meal summaries", "Calories/macros", "Healthy Habits below fold" ], "platform": "iOS; Android", "tier": "Free with paid detail", "evidence": "visual", "sources": [ "mfp-02" ], "visual_ids": [ "v01", "v02", "v03", "v06" ] }, { "id": "food-search", "name": "Food entry / history", "area": "Logging", "entry": "Meal Log or blue plus", "primary_actions": [ "Search", "Select meal", "Open History/My Meals/My Recipes/My Foods", "Choose entry method" ], "states": [ "History tab", "Search input" ], "platform": "iOS visual; Android documented", "tier": "Free; paid scanners/voice", "evidence": "visual", "sources": [ "mfp-08", "mfp-10" ], "visual_ids": [ "v09" ] }, { "id": "add-menu", "name": "Android add menu", "area": "Logging", "entry": "Blue plus", "primary_actions": [ "Log Food", "Barcode Scan", "Voice Log", "Meal Scan" ], "states": [ "Four large tiles" ], "platform": "Android", "tier": "Mixed", "evidence": "visual", "sources": [ "mfp-09", "mfp-10", "mfp-11" ], "visual_ids": [ "v10" ] }, { "id": "food-detail", "name": "Food details", "area": "Logging", "entry": "Tap search result", "primary_actions": [ "Adjust serving", "Change meal", "Log", "Report Food" ], "states": [ "Before commit", "Existing entry" ], "platform": "iOS; Android; web", "tier": "Free; paid extras", "evidence": "documented", "sources": [ "mfp-08", "mfp-39" ], "visual_ids": [] }, { "id": "barcode", "name": "Barcode camera", "area": "Logging", "entry": "Barcode Scan", "primary_actions": [ "Scan package", "Allow camera" ], "states": [ "Permission", "Matching", "Missing/wrong item" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "mfp-09" ], "visual_ids": [] }, { "id": "barcode-repair", "name": "Better barcode match", "area": "Correction", "entry": "Wrong scan result", "primary_actions": [ "Find a better match", "Search correct food" ], "states": [ "iOS top action", "Android bottom action" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "mfp-38" ], "visual_ids": [] }, { "id": "meal-scan", "name": "Meal Scan camera/results", "area": "Logging", "entry": "Meal Scan", "primary_actions": [ "Capture", "Select suggestions", "Add more", "Review portions", "Log" ], "states": [ "First-use walkthrough", "Results", "Missing food" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "mfp-10" ], "visual_ids": [] }, { "id": "voice", "name": "Voice capture/results", "area": "Logging", "entry": "Voice Log", "primary_actions": [ "Speak", "Submit arrow", "Edit results", "Try again", "Log" ], "states": [ "Permission", "Listening", "Review" ], "platform": "iOS; Android", "tier": "Premium", "evidence": "documented", "sources": [ "mfp-11" ], "visual_ids": [] }, { "id": "quick-add", "name": "Quick Add", "area": "Logging", "entry": "Logging hub > Quick Add", "primary_actions": [ "Enter calories", "Enter macros", "Save" ], "states": [ "Calories only", "Paid macro fields" ], "platform": "iOS; Android; web", "tier": "Free/Premium", "evidence": "documented", "sources": [ "mfp-12" ], "visual_ids": [] }, { "id": "diary", "name": "Full diary / View all", "area": "Daily log", "entry": "Today > View all/View diary", "primary_actions": [ "Review meals", "Edit food", "Delete entry" ], "states": [ "All meals", "Meal selector" ], "platform": "iOS; Android", "tier": "Free", "evidence": "documented", "sources": [ "mfp-02", "mfp-13" ], "visual_ids": [] }, { "id": "meal-menu", "name": "Meal overflow", "area": "Reuse", "entry": "Today meal ellipsis", "primary_actions": [ "Copy from", "Copy to", "Save meal" ], "states": [ "Pop-up menu" ], "platform": "iOS; Android; screenshot platform unspecified", "tier": "Free", "evidence": "visual", "sources": [ "mfp-02" ], "visual_ids": [ "v04" ] }, { "id": "meal-library", "name": "My Meals", "area": "Reuse", "entry": "Food entry library or profile library", "primary_actions": [ "Create", "Select", "Quick-log", "Copy meal" ], "states": [ "Saved meals", "Meal variation" ], "platform": "iOS; Android; web", "tier": "Free", "evidence": "documented", "sources": [ "mfp-15" ], "visual_ids": [] }, { "id": "meal-editor", "name": "Meal editor", "area": "Reuse", "entry": "Create meal / selected meal", "primary_actions": [ "Name", "Add food", "Add photo", "Save" ], "states": [ "New", "Editing" ], "platform": "iOS; Android", "tier": "Free", "evidence": "documented", "sources": [ "mfp-15" ], "visual_ids": [] }, { "id": "recipe-library", "name": "Recipes / Recipe Box", "area": "Recipes", "entry": "Profile library or web Food > Recipes", "primary_actions": [ "Create", "Import", "Edit", "Log" ], "states": [ "Saved recipes" ], "platform": "iOS; Android; web", "tier": "Free", "evidence": "documented", "sources": [ "mfp-16" ], "visual_ids": [] }, { "id": "recipe-edit", "name": "Recipe ingredient editor", "area": "Recipes", "entry": "Create/edit recipe", "primary_actions": [ "Match ingredients", "Adjust quantities", "Set yield", "Save" ], "states": [ "Manual", "Bulk import", "Edit" ], "platform": "iOS; Android; web", "tier": "Free", "evidence": "documented", "sources": [ "mfp-16", "mfp-18" ], "visual_ids": [] }, { "id": "recipe-import", "name": "Recipe URL import/review", "area": "Recipes", "entry": "Create recipe > Add from Web", "primary_actions": [ "Paste URL", "Import", "Review matches" ], "states": [ "Web input", "Review ingredients" ], "platform": "English iOS; Android; web", "tier": "Free", "evidence": "documented", "sources": [ "mfp-17" ], "visual_ids": [] }, { "id": "custom-food", "name": "My Foods creation", "area": "Database", "entry": "My Foods > Create Food", "primary_actions": [ "Enter name/serving", "Enter nutrients", "Save" ], "states": [ "Personal food", "Unknown barcode public creation" ], "platform": "iOS; Android; web", "tier": "Free; barcode requires Premium", "evidence": "documented", "sources": [ "mfp-45" ], "visual_ids": [] }, { "id": "report-food", "name": "Report Food", "area": "Database quality", "entry": "Food details bottom", "primary_actions": [ "Choose issue", "Enter correction", "Submit" ], "states": [ "Issue categories", "Submitted for review" ], "platform": "iOS; Android; web variant", "tier": "Free", "evidence": "documented", "sources": [ "mfp-39" ], "visual_ids": [] }, { "id": "goals", "name": "Calorie and macro goals", "area": "Settings", "entry": "Profile/More > Goals", "primary_actions": [ "Set calories", "Choose macro balance", "Adjust distribution" ], "states": [ "Recommended/custom", "Premium grams" ], "platform": "iOS; Android; web variant", "tier": "Free/Premium", "evidence": "visual", "sources": [ "mfp-07" ], "visual_ids": [ "v08" ] }, { "id": "exercise-goals", "name": "Exercise calorie controls", "area": "Settings", "entry": "Goals", "primary_actions": [ "Enable/disable additions", "Configure distribution" ], "states": [ "Enabled", "Disabled" ], "platform": "iOS; Android; web", "tier": "Premium", "evidence": "documented", "sources": [ "mfp-24" ], "visual_ids": [] }, { "id": "progress", "name": "Progress Overview", "area": "Review", "entry": "Bottom Progress", "primary_actions": [ "Open calories", "Open weight", "Open macros", "Change category" ], "states": [ "Weekly bars", "Weight plot", "Macro tips" ], "platform": "Eligible iOS; Android", "tier": "Free; paid tips", "evidence": "visual", "sources": [ "mfp-03" ], "visual_ids": [ "v05" ] }, { "id": "nutrition", "name": "Nutrition details", "area": "Review", "entry": "Today nutrient cards or Nutrition menu", "primary_actions": [ "Select calories/macros/nutrients", "Day/week", "Ranked food contributors" ], "states": [ "Free chart", "Paid Food Lists", "Empty date" ], "platform": "iOS; Android; web Reports variant", "tier": "Free/Premium", "evidence": "documented", "sources": [ "mfp-42", "mfp-44" ], "visual_ids": [] }, { "id": "coach", "name": "Nutrition Coach chat", "area": "Coaching", "entry": "Bottom Coach", "primary_actions": [ "Ask question", "Follow up", "New conversation" ], "states": [ "Thinking", "Conversation", "Saved conversation" ], "platform": "Eligible iOS only", "tier": "Premium/Premium+", "evidence": "visual", "sources": [ "mfp-04" ], "visual_ids": [ "v07" ] }, { "id": "plan", "name": "Meal Planner", "area": "Planning", "entry": "Plan tab / menu", "primary_actions": [ "Set preferences", "Create plan", "Swap recipe", "Log meal" ], "states": [ "Setup", "Current plan", "Past plans" ], "platform": "Eligible iOS; Android", "tier": "Premium+", "evidence": "documented", "sources": [ "mfp-19" ], "visual_ids": [] }, { "id": "groceries", "name": "Plan groceries", "area": "Planning", "entry": "Plan > Groceries", "primary_actions": [ "Add", "Shop", "More", "Settings" ], "states": [ "Groceries tab selected" ], "platform": "Mobile; source does not identify crop platform", "tier": "Premium+", "evidence": "visual", "sources": [ "mfp-19" ], "visual_ids": [ "v11" ] }, { "id": "weight", "name": "Weight and measurements", "area": "Progress", "entry": "Today weight card / plus Weight", "primary_actions": [ "Log measurement", "Change metric", "Change timeframe", "Add photo" ], "states": [ "History", "New weigh-in" ], "platform": "iOS; Android; web variant", "tier": "Free", "evidence": "documented", "sources": [ "mfp-28", "mfp-29" ], "visual_ids": [] }, { "id": "water", "name": "Water entry", "area": "Healthy Habits", "entry": "Today Water card", "primary_actions": [ "Enter amount", "Change unit", "Save" ], "states": [ "iOS checkmark", "Android save" ], "platform": "iOS; Android; web variant", "tier": "Free", "evidence": "documented", "sources": [ "mfp-30" ], "visual_ids": [] }, { "id": "exercise", "name": "Exercise entry", "area": "Healthy Habits", "entry": "Plus > Exercise", "primary_actions": [ "Choose cardio/strength/routine", "Log" ], "states": [ "Exercise categories" ], "platform": "iOS; Android; web variant", "tier": "Free; some Premium routines", "evidence": "documented", "sources": [ "mfp-44", "mfp-46" ], "visual_ids": [] }, { "id": "connections", "name": "Apps & Devices / Steps", "area": "Integrations", "entry": "Profile/More menu", "primary_actions": [ "Connect partner", "Disconnect", "Select step source" ], "states": [ "Connected", "Permission pending" ], "platform": "iOS; Android; web variant", "tier": "Free connections", "evidence": "documented", "sources": [ "mfp-43", "mfp-23" ], "visual_ids": [] }, { "id": "export", "name": "File Export", "area": "Portability", "entry": "Nutrition/Progress export; web Reports", "primary_actions": [ "Select dates", "Confirm email", "Export" ], "states": [ "Email requested", "Downloaded ZIP outside app" ], "platform": "iOS; Android; web", "tier": "Premium/Premium+", "evidence": "documented", "sources": [ "mfp-25" ], "visual_ids": [] }, { "id": "privacy-delete", "name": "Diary privacy and account deletion", "area": "Account", "entry": "Settings privacy; Help deletion", "primary_actions": [ "Choose sharing", "Delete Account" ], "states": [ "Sharing options", "Irreversible deletion" ], "platform": "iOS; Android; web variant", "tier": "All", "evidence": "documented", "sources": [ "mfp-34", "mfp-27" ], "visual_ids": [] }, { "id": "subscription", "name": "Subscription controls", "area": "Billing", "entry": "Original billing platform", "primary_actions": [ "Cancel renewal" ], "states": [ "Active", "Renewal disabled" ], "platform": "Apple Settings; Google Play; web", "tier": "Paid", "evidence": "documented", "sources": [ "mfp-26" ], "visual_ids": [] }, { "id": "legacy-dashboard", "name": "Legacy Dashboard", "area": "Historical reference", "entry": "Older home screen in current weight-help article", "primary_actions": [ "Weight plus", "Open Diary", "More" ], "states": [ "Dashboard/Diary/Plans navigation" ], "platform": "iOS screenshot, version unknown", "tier": "Screenshot displays Premium", "evidence": "visual", "sources": [ "mfp-28" ], "visual_ids": [ "v12" ] }, { "id": "fasting", "name": "Fasting tracker/history", "area": "Healthy Habits", "entry": "Enable in menu; tracker Today", "primary_actions": [ "Start/stop", "Edit time", "History", "Disable" ], "states": [ "Active fast", "Historical edit", "Disabled retained history" ], "platform": "iPhone; Android", "tier": "Premium", "evidence": "documented", "sources": [ "mfp-33" ], "visual_ids": [] }, { "id": "reminders", "name": "Reminder list/editor", "area": "Retention", "entry": "Profile > Reminders", "primary_actions": [ "Choose meal/time", "Toggle", "Delete" ], "states": [ "Enabled", "Disabled" ], "platform": "iOS; Android", "tier": "No gate stated", "evidence": "documented", "sources": [ "mfp-31" ], "visual_ids": [] }, { "id": "profile-setup", "name": "Profile setup — appearance unverified", "area": "Onboarding / documented destination", "entry": "New account; precise sequence unverified", "primary_actions": [ "Enter profile and weekly goal" ], "states": [ "Question order, consent and paywall not observed" ], "platform": "iOS; Android; web documentation", "tier": "Free", "evidence": "documented", "sources": [ "mfp-06" ], "visual_ids": [] }, { "id": "external-email", "name": "External email — export delivery", "area": "External destination / export", "entry": "Requested File Export", "primary_actions": [ "Download archive" ], "states": [ "Receipt not tested" ], "platform": "External email client, not a MyFitnessPal screen", "tier": "Premium export", "evidence": "documented", "sources": [ "mfp-25" ], "visual_ids": [] }, { "id": "external-file-reader", "name": "External file reader — CSV inspection", "area": "External destination / research action", "entry": "Downloaded export archive", "primary_actions": [ "Inspect exported records" ], "states": [ "File schema and delivery not tested" ], "platform": "External spreadsheet/file tool, not a MyFitnessPal screen", "tier": "Not applicable", "evidence": "inferred", "sources": [ "mfp-25" ], "visual_ids": [] } ], "flows": [ { "id": "onboard", "name": "Profile → target", "job": "Start with a calorie budget", "preconditions": [ "New account; no signup performed" ], "steps": [ { "screen": "profile-setup", "action": "Provide body/activity data and weekly objective", "result": "Initial calorie/nutrient target calculated" }, { "screen": "goals", "action": "Review/customize target", "result": "Chosen target used" } ], "branches": [ "Exact signup, consent and paywall ordering unknown." ], "persistence": "Goal model documented; creation/save not tested.", "friction": "No visual onboarding sequence; do not mistake prescribed goal weight for calorie-calculation input.", "evidence": "documented", "sources": [ "mfp-06", "mfp-07" ], "visual_ids": [] }, { "id": "search", "name": "Search → portion → diary", "job": "Log a named food", "preconditions": [ "Account and online database" ], "steps": [ { "screen": "today", "action": "Log beside intended meal", "result": "Food entry opens" }, { "screen": "food-search", "action": "Search name/brand; choose result", "result": "Food details" }, { "screen": "food-detail", "action": "Adjust serving and Log/checkmark", "result": "Food added" } ], "branches": [ "Result plus quick-logs without detailed review." ], "persistence": "Diary entry documented.", "friction": "Duplicate matches and serving-unit fit require review.", "evidence": "documented", "sources": [ "mfp-08", "mfp-48" ], "visual_ids": [ "v02", "v09" ] }, { "id": "barcode", "name": "Barcode with repair", "job": "Log packaged food accurately", "preconditions": [ "Premium; rear camera; permission" ], "steps": [ { "screen": "barcode", "action": "Frame barcode", "result": "Matched food or no result" }, { "screen": "barcode-repair", "action": "If wrong, Find a better match and search", "result": "Replacement association" }, { "screen": "food-detail", "action": "Review portion and log", "result": "Diary item" } ], "branches": [ "Unknown code: create food; manual search if scanner fails." ], "persistence": "Association correction affects all users, not just this diary.", "friction": "iOS repair action top; Android bottom; global effect raises trust stakes.", "evidence": "documented", "sources": [ "mfp-09", "mfp-38", "mfp-45" ], "visual_ids": [ "v10" ] }, { "id": "photo", "name": "Photo → reviewed foods", "job": "Reduce initial search effort", "preconditions": [ "Eligible Premium English mobile app" ], "steps": [ { "screen": "meal-scan", "action": "Capture plate; iOS may upload image", "result": "Suggested foods" }, { "screen": "meal-scan", "action": "Select matches; Add more for omissions", "result": "Candidate meal" }, { "screen": "food-detail", "action": "Adjust portions; confirm then Log", "result": "Diary entries" } ], "branches": [ "Wrong suggestions: ignore/search. Android photo-library parity unknown." ], "persistence": "Saved as foods after confirmation; capture accuracy untested.", "friction": "Hidden ingredients and serving estimation remain user-review jobs.", "evidence": "documented", "sources": [ "mfp-10" ], "visual_ids": [ "v09" ] }, { "id": "voice", "name": "Voice → review → repair", "job": "Log several foods hands-free", "preconditions": [ "Eligible Premium; network; microphone/speech permission" ], "steps": [ { "screen": "voice", "action": "Speak foods, amounts, meal; submit arrow", "result": "Separate matched results" }, { "screen": "food-detail", "action": "Correct servings/meal", "result": "Reviewed candidates" }, { "screen": "voice", "action": "Log", "result": "Diary entries" } ], "branches": [ "Try again restarts; personal meals/foods/recipes unsupported." ], "persistence": "Normal editable diary entries documented.", "friction": "No retrieved screenshot of transcript/results or selective recognition repair.", "evidence": "documented", "sources": [ "mfp-11" ], "visual_ids": [ "v09", "v10" ] }, { "id": "correct", "name": "Correct existing meal", "job": "Repair the durable diary", "preconditions": [ "Logged food" ], "steps": [ { "screen": "food-detail", "action": "Change portion/meal", "result": "Edited entry" }, { "screen": "diary", "action": "Delete: swipe iOS; long-press Android", "result": "Removed" } ], "branches": [ "Web: red removal button; undo unknown." ], "persistence": "Durability untested.", "friction": "Correction may require opening View all.", "evidence": "documented", "sources": [ "mfp-11", "mfp-13" ], "visual_ids": [ "v02" ] }, { "id": "copy", "name": "Reuse and multi-day repair", "job": "Avoid repeated searching", "preconditions": [ "Existing meal; Premium for multi-day" ], "steps": [ { "screen": "meal-menu", "action": "Copy from/to", "result": "Foods reused across meals/dates" }, { "screen": "food-detail", "action": "Premium: choose up to seven days", "result": "Independent dated entries" }, { "screen": "diary", "action": "Review each affected date", "result": "Edit/delete individually" } ], "branches": [ "Today doc says no item/full-day copy; older article disagrees. My Meals excluded from multi-day." ], "persistence": "Each selected day holds editable entries; no batch undo.", "friction": "Wrong multi-day selection multiplies cleanup work.", "evidence": "documented", "sources": [ "mfp-02", "mfp-14", "mfp-37" ], "visual_ids": [ "v04" ] }, { "id": "saved", "name": "Create and reuse meal", "job": "Persist a repeatable food group", "preconditions": [ "Foods and chosen quantities" ], "steps": [ { "screen": "meal-editor", "action": "Name; add items/photo; save", "result": "Saved meal" }, { "screen": "meal-library", "action": "Choose destination and plus", "result": "Foods logged separately" }, { "screen": "meal-library", "action": "Copy variation then save", "result": "Separate reusable variant" } ], "branches": [ "Web creates via diary Quick Tools > Remember meal." ], "persistence": "Saved group retained; diary loses custom group name.", "friction": "Meal/recipe distinction can surprise users expecting one named entry.", "evidence": "documented", "sources": [ "mfp-15" ], "visual_ids": [ "v09" ] }, { "id": "recipe", "name": "Build/import → inspect → log", "job": "Track cooked food by serving", "preconditions": [ "Ingredients or URL; English for URL import" ], "steps": [ { "screen": "recipe-library", "action": "Create recipe; manual or web", "result": "Creation route" }, { "screen": "recipe-import", "action": "Paste URL and import, if used", "result": "Matched ingredients" }, { "screen": "recipe-edit", "action": "Repair matches/amounts; set yield; save", "result": "Reusable recipe" }, { "screen": "recipe-library", "action": "Add to Diary", "result": "Recipe serving logged" } ], "branches": [ "iOS Save & Log It; Android Save then log. Historical-entry effects after recipe edits unknown." ], "persistence": "Recipe account-sync documented; retroactive propagation untested.", "friction": "Ingredient matches and yield are two separate error sources.", "evidence": "documented", "sources": [ "mfp-16", "mfp-17", "mfp-18" ], "visual_ids": [] }, { "id": "plan", "name": "Plan → groceries → consumed log", "job": "Decide meals before eating", "preconditions": [ "Premium+ in supported region/language" ], "steps": [ { "screen": "plan", "action": "Complete preferences; choose dates/meals", "result": "Recipe plan" }, { "screen": "plan", "action": "Swap recipes", "result": "Revised plan" }, { "screen": "groceries", "action": "Check pantry; choose shopping service or decline", "result": "Grocery list/handoff" }, { "screen": "plan", "action": "Select meal; date/servings; Log to Diary", "result": "Actual diary record" } ], "branches": [ "Delivery partners differ by country/OS; plan does not imply eaten." ], "persistence": "Current and past plans documented; meal logged only through explicit action.", "friction": "Planner may suggest targets different from existing ones.", "evidence": "documented", "sources": [ "mfp-19" ], "visual_ids": [ "v11" ] }, { "id": "review", "name": "Weekly review → contributors", "job": "Understand intake patterns", "preconditions": [ "Logged week; eligible Overview rollout" ], "steps": [ { "screen": "progress", "action": "Open weekly overview", "result": "Calories/weight/macros" }, { "screen": "nutrition", "action": "Select nutrient and day/week", "result": "Chart" }, { "screen": "nutrition", "action": "Premium: inspect ranked Food List", "result": "Foods driving total" } ], "branches": [ "Empty dates give no ranked data; free sees sample lists." ], "persistence": "Charts reflect logs; aggregation/refresh not tested.", "friction": "Missing logs can resemble low intake; screenshot is illustrative, not efficacy evidence.", "evidence": "documented", "sources": [ "mfp-03", "mfp-42" ], "visual_ids": [ "v05" ] }, { "id": "adjust", "name": "Revise goal without rewriting history", "job": "Change nutrition target", "preconditions": [ "Account; optional Premium precision" ], "steps": [ { "screen": "goals", "action": "Choose calorie/macro settings", "result": "Custom goal controls" }, { "screen": "goals", "action": "Disable recommendation if needed; edit; save", "result": "New goal" }, { "screen": "diary", "action": "Review current/future dates", "result": "New target applies" } ], "branches": [ "Old goals not editable; recalculation offer after documented weight-loss interval." ], "persistence": "Current day forward; prior targets should remain unchanged.", "friction": "Adaptive here means recalculation, not learned expenditure.", "evidence": "documented", "sources": [ "mfp-07", "mfp-40", "mfp-47" ], "visual_ids": [ "v08" ] }, { "id": "coach", "name": "Ask → clarify → act elsewhere", "job": "Get diary-informed guidance", "preconditions": [ "Eligible Premium iOS rollout" ], "steps": [ { "screen": "coach", "action": "Choose prompt or type question", "result": "AI response" }, { "screen": "coach", "action": "Ask follow-up", "result": "Contextual conversation" }, { "screen": "food-search", "action": "Manually log chosen suggestion", "result": "Diary changes outside chat" } ], "branches": [ "New-chat pencil resets conversation; Coach cannot change goals or read weight history." ], "persistence": "Conversation saved between visits, per vendor.", "friction": "Advice-to-action handoff is manual; no food writes.", "evidence": "documented", "sources": [ "mfp-04" ], "visual_ids": [ "v07" ] }, { "id": "sync", "name": "Connect and validate health data", "job": "Combine activity with nutrition", "preconditions": [ "Partner account and data permissions" ], "steps": [ { "screen": "connections", "action": "Select partner/connect", "result": "Authorization" }, { "screen": "connections", "action": "Choose Steps source separately where relevant", "result": "Selected source" }, { "screen": "today", "action": "Review exercise and allowance", "result": "Synced data affects display" } ], "branches": [ "Apple Health uses HealthKit settings; Android uses Health Connect. No historical import promise." ], "persistence": "Only documented directions; no sync run performed.", "friction": "Midnight boundaries, summaries versus foods, and multiple sources warrant testing.", "evidence": "documented", "sources": [ "mfp-22", "mfp-23", "mfp-43" ], "visual_ids": [ "v03" ] }, { "id": "export", "name": "Export before leaving", "job": "Keep portable nutrition history", "preconditions": [ "Premium; accessible account email" ], "steps": [ { "screen": "export", "action": "Choose date range and request", "result": "Email sent" }, { "screen": "external-email", "action": "Download/unzip", "result": "Three CSV files" }, { "screen": "external-file-reader", "action": "Inspect meal nutrition/progress/exercise", "result": "Portable data" } ], "branches": [ "Per-food names not guaranteed by meal-summary export." ], "persistence": "Vendor-documented emailed archive; delivery and schema not exercised.", "friction": "Asynchronous, email-dependent and paid.", "evidence": "documented", "sources": [ "mfp-25" ], "visual_ids": [] }, { "id": "leave", "name": "Cancel renewal → delete account", "job": "Stop payment and remove account", "preconditions": [ "Know original purchase platform; export if needed" ], "steps": [ { "screen": "subscription", "action": "Cancel on original Apple/Google/web billing channel", "result": "Future renewal disabled" }, { "screen": "privacy-delete", "action": "Help > Delete Account (mobile), Settings on web", "result": "Permanent account deletion" } ], "branches": [ "No destructive action performed. Exact confirmation screens unknown." ], "persistence": "Cancellation retains paid period; deletion irreversible.", "friction": "These are separate operations; do not assume deleting app/account cancels store billing.", "evidence": "documented", "sources": [ "mfp-26", "mfp-27" ], "visual_ids": [] }, { "id": "water", "name": "Water log and correction of date", "job": "Keep hydration record", "preconditions": [ "Logged-in account" ], "steps": [ { "screen": "today", "action": "Select intended day; open Water", "result": "Water entry" }, { "screen": "water", "action": "Enter amount; change units; save", "result": "Daily water total" } ], "branches": [ "iOS checkmark vs Android Save; web bottom of Food diary." ], "persistence": "Online same-account sync documented.", "friction": "Must select historical date before entering water.", "evidence": "documented", "sources": [ "mfp-30" ], "visual_ids": [] }, { "id": "fasting", "name": "Fasting with forgotten-stop recovery", "job": "Record eating window without changing goals", "preconditions": [ "Premium phone app; enabled timer" ], "steps": [ { "screen": "fasting", "action": "Choose pattern/start time; start", "result": "Running timer" }, { "screen": "fasting", "action": "Stop", "result": "Fast saved" }, { "screen": "fasting", "action": "History > edit dates/times", "result": "Corrected history" } ], "branches": [ "Timer does not auto-stop; disabling keeps past fasts; unavailable iPad/web." ], "persistence": "History preserved when disabled.", "friction": "Manual timer needs explicit correction, not inferred completion.", "evidence": "documented", "sources": [ "mfp-33" ], "visual_ids": [] } ], "visuals": [ { "id": "v01", "file": "assets/mfp-02-1.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/45282819132941", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/39985611667341-Your-Today-tab", "title": "Refreshed platform navigation", "platform": "iOS and Android composite", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-02T00:11:57Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Android includes More and centered plus; iOS includes Coach and right-side plus.", "Blue outlines are vendor annotations, not controls." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-02" ] }, { "id": "v02", "file": "assets/mfp-02-2.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/45282819133709", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/39985611667341-Your-Today-tab", "title": "Meal-level Log versus global plus", "platform": "Mobile composite", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-02T00:11:57Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Meal card summarizes foods and offers a nearby Log action.", "Global plus offers an alternative entry; image combines separate crops." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-02" ] }, { "id": "v03", "file": "assets/mfp-02-3.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/45332043194253", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/39985611667341-Your-Today-tab", "title": "Calories and macro summary", "platform": "Mobile; OS not identified", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-02T00:11:57Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Calories show consumed, target and remaining with horizontal progress.", "Carbs teal, fat purple and protein amber use separate bars; toggle sits top-right." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-02" ] }, { "id": "v04", "file": "assets/mfp-02-7.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/45282840334477", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/39985611667341-Your-Today-tab", "title": "Meal overflow reuse actions", "platform": "Mobile; OS not identified", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-02T00:11:57Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Menu exposes Copy from, Copy to and Save meal.", "Meal Log remains visible behind the menu." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-02" ] }, { "id": "v05", "file": "assets/mfp-03-1.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/47035014984077", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/45246617814669-Introducing-Progress-Overview-Your-Progress-Personalized", "title": "Progress Overview", "platform": "iOS appearance; doc covers eligible iOS/Android", "version_or_date": "Screenshot capture/version unknown; article updated 2026-08-02T05:32:04Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Overview, Calories, Nutrients, Macros, Steps and Weight form a top category strip.", "Stacked cards combine weekly calorie bars, weight chart and macro guidance; data are demo values." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-03" ] }, { "id": "v06", "file": "assets/mfp-04-1.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/45212253476493", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/45212266254221-Introducing-Nutrition-Coach-Your-Nutrition-Assistant", "title": "Today with profile relocation", "platform": "iOS; beta Coach screenshot", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-02T02:25:49Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Profile icon top-right replaces More when Coach occupies bottom navigation.", "This image retains a centered plus unlike newer floating-right navigation crops." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-04" ] }, { "id": "v07", "file": "assets/mfp-04-2.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/45212266253709", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/45212266254221-Introducing-Nutrition-Coach-Your-Nutrition-Assistant", "title": "Coach conversation and waiting state", "platform": "iOS; beta screenshot", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-02T02:25:49Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "User bubble, Thinking state, question composer and send button are visible.", "Vendor green arrow highlights new-conversation pencil; footer warns AI can make mistakes." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-04" ] }, { "id": "v08", "file": "assets/mfp-07-1.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/47076478650253", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/360032274432-Customize-your-nutritional-goals", "title": "Custom macro-balance slider", "platform": "iOS from article section", "version_or_date": "Screenshot capture/version unknown; article updated 2026-08-27T00:27:21Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Custom dropdown and two handles partition a tri-color bar.", "Crop excludes numeric values, save control and full goal screen." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-07" ] }, { "id": "v09", "file": "assets/mfp-10-1.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/48948487541261", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/360045761612-How-to-use-the-Meal-Scanner", "title": "iOS food-entry hub", "platform": "iOS from article section", "version_or_date": "Screenshot capture/version unknown; article updated 2026-09-16T18:08:57Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Meal selector precedes search and History/My Meals/My Recipes/My Foods tabs.", "Four tiles expose barcode, voice, meal scan and Quick Add; highlighted Meal Scan is vendor annotation." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-10" ] }, { "id": "v10", "file": "assets/mfp-09-4.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/48648982942605", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/360032624771-How-to-use-the-Barcode-Scanner", "title": "Android add-method tiles", "platform": "Android from article section", "version_or_date": "Screenshot capture/version unknown; article updated 2026-09-03T21:30:11Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Two-by-two grid separates Log Food, Barcode Scan, Voice Log and Meal Scan.", "Colored circular icons differentiate methods; no actual scanner camera/result is shown." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-09" ] }, { "id": "v11", "file": "assets/mfp-19-2.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/48436015547277", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/34603055097869-How-to-use-the-Meal-Planner", "title": "Plan grocery controls", "platform": "Mobile; OS not identified", "version_or_date": "Screenshot capture/version unknown; article updated 2026-10-01T22:03:27Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Groceries sits beside Meal Planner and Recipes.", "Add, Shop and More are large actions; gear is upper-right. No grocery contents are visible." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. No hands-on behavior verified.", "sources": [ "mfp-19" ] }, { "id": "v12", "file": "assets/mfp-28-1.png", "source_url": "https://support.myfitnesspal.com/hc/article_attachments/26913201125645", "source_page": "https://support.myfitnesspal.com/hc/en-us/articles/360032624431-How-do-I-record-my-weight-and-other-measurements", "title": "Legacy Dashboard weight card", "platform": "iOS; older UI, exact version unknown", "version_or_date": "Screenshot capture/version unknown; article updated 2026-09-29T22:20:21Z; retrieved 2026-10-07", "kind": "help-screenshot", "observations": [ "Bottom tabs say Dashboard, Diary, plus, Plans, More—not refreshed Today/Progress.", "Ring-style macro presentation and weight card illustrate legacy layout; red box is vendor annotation." ], "limitations": "Official help screenshot/crop, often pre-annotated. Not a capture of our app session. Article refresh date does not date the UI. Historical layout, explicitly not current Today.", "sources": [ "mfp-28" ] } ], "design_patterns": [ { "name": "Diary-first home", "observation": "Today replaces separate Dashboard/Diary emphasis.", "implication": "Hypothesis: shorten routine entry path.", "tradeoff": "Returning-user navigation knowledge becomes stale.", "sources": [ "mfp-01", "mfp-02" ], "visual_ids": [ "v01", "v12" ] }, { "name": "Local and global add", "observation": "Meal Log and global plus coexist.", "implication": "Hypothesis: preserve destination context while offering flexible capture.", "tradeoff": "Global route introduces meal-selection ambiguity.", "sources": [ "mfp-08" ], "visual_ids": [ "v02", "v09" ] }, { "name": "Progressive food review", "observation": "Search plus is fast; food detail exposes portions.", "implication": "Offer both repeat-user speed and deliberate inspection.", "tradeoff": "Fast default may perpetuate a wrong serving.", "sources": [ "mfp-08", "mfp-48" ], "visual_ids": [ "v09" ] }, { "name": "Reusable group versus recipe", "observation": "Meal expands to foods; recipe is a serving-based item.", "implication": "Different reuse objects support assembly and cooking.", "tradeoff": "Saved meal name disappears in diary; teach the distinction.", "sources": [ "mfp-15", "mfp-16" ], "visual_ids": [ "v04" ] }, { "name": "Paid inference, explicit commit", "observation": "Voice/photo propose foods; user confirms.", "implication": "Maintain a review boundary before durable logs.", "tradeoff": "Repair affordances matter more than capture animation.", "sources": [ "mfp-10", "mfp-11" ], "visual_ids": [ "v09", "v10" ] }, { "name": "Drill-down from total to contributors", "observation": "Charts and ranked Food Lists have distinct access.", "implication": "Progress becomes actionable through ingredient/food causes.", "tradeoff": "Underlying paid explanation can leave free users with totals only.", "sources": [ "mfp-42" ], "visual_ids": [ "v05" ] }, { "name": "Read-only coach", "observation": "Chat persists but cannot write foods or goals.", "implication": "Lower direct state-change risk and preserve explicit user control.", "tradeoff": "Suggestions require manual transfer into diary.", "sources": [ "mfp-04" ], "visual_ids": [ "v07" ] }, { "name": "Platform-specific shortcuts", "observation": "iOS entry tabs contrast with Android method grid.", "implication": "Evaluate platforms independently, including touch gestures.", "tradeoff": "One screenshot walkthrough cannot stand for both.", "sources": [ "mfp-09", "mfp-10", "mfp-13" ], "visual_ids": [ "v09", "v10" ] }, { "name": "Layered portability", "observation": "Web print, CSV export and health sync are different channels.", "implication": "Match export to job: sharing, analysis or interoperability.", "tradeoff": "Meal summaries are not guaranteed ingredient-level migration.", "sources": [ "mfp-25", "mfp-22", "mfp-23" ], "visual_ids": [] } ], "questions": [ { "question": "Which refreshed navigation variants appear on US free/Premium/Premium+ iOS and Android?", "why_it_matters": "Docs mix More/profile and centered/right plus.", "how_to_verify": "Record fresh install and returning account, OS/app version, locale, tier; capture all bottom tabs.", "priority": "high" }, { "question": "Can current mobile versions copy individual items, and can multi-day operations be undone?", "why_it_matters": "Current Today and older copy instructions conflict.", "how_to_verify": "Copy one food and a whole meal across dates; change one target; inspect history and undo.", "priority": "high" }, { "question": "Do edited recipes or personal foods alter old diary records?", "why_it_matters": "Durable correction and history integrity.", "how_to_verify": "Log baseline, edit template, revisit prior date and exported records.", "priority": "high" }, { "question": "What exact voice/photo review and failure screens exist?", "why_it_matters": "Available images expose entry methods, not real recognition or correction.", "how_to_verify": "Use a mixed dish, noisy speech, missing portion and personal recipe; record review, retry and save states.", "priority": "high" }, { "question": "Is standalone label OCR or typed natural-language food logging available?", "why_it_matters": "Not found must not be mistaken for absence.", "how_to_verify": "Inspect logging hub, release notes and controlled account rollouts; distinguish Coach from write-capable logger.", "priority": "medium" }, { "question": "Which meal-level fields and food names survive export?", "why_it_matters": "Affects migration and nutrition analysis.", "how_to_verify": "Export synthetic multi-food meals and recipes; compare CSV to diary and timestamps.", "priority": "high" }, { "question": "What works offline and what survives reinstall or conflict?", "why_it_matters": "Offline diary edits do not imply offline database/AI.", "how_to_verify": "Airplane-mode cached/recent/custom entry, reconnect two devices, verify server before reinstall.", "priority": "high" }, { "question": "How are low-log days and changed targets represented in reviews?", "why_it_matters": "Avoid confusing missing data with low intake.", "how_to_verify": "Compare complete, partial and empty days; change goals midweek and check prior dates.", "priority": "high" }, { "question": "Does Coach preserve context and correctly disclose unavailable data?", "why_it_matters": "Docs both list personal recipes and mention possible recipe access gaps.", "how_to_verify": "Ask about saved recipe and weight history, leave/reopen, start new conversation; no health advice reliance.", "priority": "medium" }, { "question": "Are permissions, text sizing and chart color semantics accessible?", "why_it_matters": "Crops cannot establish screen-reader or low-vision usability.", "how_to_verify": "Test VoiceOver/TalkBack, font scaling, contrast and denied camera/microphone states.", "priority": "medium" }, { "question": "Does account deletion leave store renewal active and how are confirmations worded?", "why_it_matters": "Exit safety and billing clarity.", "how_to_verify": "Use sandbox/test account and billing documentation; never delete paid real account without approval.", "priority": "high" } ] } ] }