Diet AI: Calorie Tracker is a mobile health assistant that uses AI to log meals via photo analysis and track daily nutritional intake on iOS.
The App DNA
What makes this app unique?
Users want to eliminate the manual effort of searching and logging food, but the app's broken search engine and onboarding failures currently prevent this utility.
For Individuals seeking automated, AI-driven nutritional guidance and calorie tracking to manage weight or fitness goals.
What does it look like?
Key features
Identifies nutritional content, calories, and macros from user-uploaded food photos.
Generates custom meal plans and recipes based on lifestyle questionnaire responses.
Logs food intake via search or barcode scanning to monitor daily nutritional balance.
How much does it cost?
The freemium model gates advanced AI analysis and recipe planning behind a subscription, while keeping core tracking tools accessible.
Velocity
Dormant developmentopaqueShow more...
Diet AI: Calorie Tracker has entered a zombie state, with no updates or feature releases in the last 287 days. The development activity is non-existent, and the app has not received any maintenance or performance patches for over nine months. Given the lack of recent activity, there is no evidence of ongoing support or product evolution.
Who built it?
LUMINATION AI
4 apps tracked · Health & Fitness
NoteGPT: AI Note Taker Summary
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AI Edit Photos: GoiaUser Sentiment
What do users think recently?
Recent user voice shows an upset sentiment.
How are ratings & reviews evolving?
What users say, by theme
- The search engine fails to return relevant food items, forcing users to scroll through irrelevant results
6 of 6 recent reviews analyzed · limited sample · Upset overall
Read the full review analysisUnlock 2 more frustration themes and 1 user request, each backed by review evidence.
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Competitive landscape for Diet AI: Calorie Tracker
How's the Health & Fitness market?
Diet AI holds a #92 Grossing rank in the Vietnam Health & Fitness category, though its 4.72 rating is based on a small sample of 6 reviews. The lack of updates for 287 days suggests the app is currently in maintenance mode rather than active growth.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for Diet AI: Calorie Tracker
Where is it heading?
The lack of development activity over the last nine months leaves Diet AI exposed to more active, frequently updated competitors. Unless the team addresses the critical onboarding and search failures, the app will continue to lose potential users at the first step of the funnel.
- The 287-day update gap indicates a lack of active maintenance, which compounds the frustration caused by broken search and onboarding features.
- Users report: Allegations of deceptive billing practices create a high churn risk and potential platform policy exposure that threatens long-term viability.
The SWOT
- AI-powered photo meal analysis reduces manual logging friction
- Adding measurement conversion would resolve a top user-requested barrier
Next best moves
Rebuild onboarding flow because the continue button is unresponsive → unlock new-user conversion
+ 1 more prioritized moveThe counter-intuitive read
The app's #92 Grossing rank is a liability, not an asset…
Read the full takeBottom line
Diet AI must resolve the onboarding and search failures that prevent core utility, as these blockers currently invalidate the value proposition for new users. Resolving these stability issues is the prerequisite for any further monetization or feature expansion.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeSources
- [1] App Store, source
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