Food AI: Calorie Scanner
Food AI: Calorie Scanner is a health utility that identifies ingredients and estimates calories from meal photos on iOS.
The App DNA
What makes this app unique?
It removes the time-intensive friction of manual food logging, which is the primary cause of abandonment in diet tracking apps.
For Individuals managing diets or tracking macronutrients who prefer automated photo-based logging over manual entry.
What does it look like?
Key features
Identifies ingredients and dishes from user-uploaded meal photos; core utility loop that drives daily app usage.
Calculates caloric content automatically from image analysis; primary value proposition for potential future subscription gates.
Provides macronutrient data for logged food items; data-rich reporting increases user time-in-app.
How much does it cost?
The app is currently listed as free, but the metadata lacks explicit details on subscription tiers or in-app purchase structures.
Velocity
Dormant developmentopaqueShow more...
Food AI: Calorie Scanner has been inactive for 552 days, placing it firmly in the zombie category. The development history consists of a single minor release focused on bug fixes, with no subsequent updates or feature additions. There is no evidence of ongoing maintenance or operational activity.
Who built it?
Daniel Triay Pons
5 apps tracked · Health & Fitness
Youtube Transcripts - YouSumm
File Sender for Kindle EPUB
Voice To Text: Speech AI
Text to Image AIUser Sentiment
What do users think recently?
How are ratings & reviews evolving?
Not enough recent reviews to extract reliable themes yet.
Read the full review analysisCompetition
Competitive landscape for Food AI: Calorie Scanner
How's the Health & Fitness market?
Food AI: Calorie Scanner occupies a standard utility niche in the Health & Fitness category with a 4.4-star rating across 22 reviews. The absence of updates for over 18 months signals a lack of competitive investment relative to category leaders.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for Food AI: Calorie Scanner
Where is it heading?
The health utility market is consolidating around apps with frequent model updates and integrated social features. Food AI: Calorie Scanner remains in maintenance mode, which will likely lead to continued user attrition as competitors offer more reliable and feature-rich alternatives.
- The 552-day update gap indicates a stalled development cycle, which erodes user confidence in the accuracy of the AI meal recognition.
The SWOT
- AI meal recognition loop drives daily usage
- Introduce subscription gates for advanced nutritional reports
Next best moves
Audit current AI model accuracy because the app has been in maintenance mode for 18 months → restore user trust
The counter-intuitive read
The 18-month update silence is not just a lack of investment…
Read the full takeBottom line
The lack of development for over 18 months renders Food AI: Calorie Scanner a legacy utility that will struggle to retain users against rivals with active AI model improvements.
Unlock 2 critical frictions, 1 market threat and the analyst’s take.
Access the full report for freeSources
- [1] App Store
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