Calorie AI is a nutrition-tracking app for iOS that uses computer vision to estimate calories and macros from meal photos.
Product velocity
Dormant
Daily rank 🇺🇸
—
Health & Fitness
Sentiment
4.4
116 reviews
Nemesis
Healthify: AI Calorie Tracker
The App DNA
What makes this app unique?
Users hire the app to reduce the friction of manual food logging, aiming to simplify weight management and macro tracking through automated image analysis.
For Individuals seeking to manage weight, build muscle, or maintain a balanced diet through automated tracking.
Key features
Computer vision identifies food items from photos to calculate calories and macronutrients
Custom calorie and macro targets generated based on user lifestyle and goal inputs
How much does it cost?
Freemium model focused on high-frequency engagement via AI-assisted logging to build user habit.
Velocity
Dormant developmentUX improvementsShow more...
The app has only one recorded release in the observed data, resulting in insufficient data to establish a recurring development cadence. Without a multi-point release history, the velocity is classified as zombie by default. Future updates are required to determine if this is an active product or a legacy build.
Who built it?
Prometheus Interactive
13+ apps tracked · Health & Fitness
Photo Blender Editor
Video Background Changer
Screen Mirroring for All TV
Cute Cat Launcher
Daily Quotes: Daily Motivation
GPS Coordinates & Map Tools
Nutrix AI - AI Meal Tracker
ePlant - Ai Plant Identifier
AI Song : AI Music Creator
Barometer and Altimeter App
Paint for Android
Color Widgets & Themes ChangerUser 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 Calorie AI - Protein Tracker
How's the Health & Fitness market?
Calorie AI maintains a 4.41 rating across 116 iOS reviews, positioning it as a niche utility in the crowded Health & Fitness category. The lack of significant review volume relative to category leaders signals a need for increased user acquisition to validate the AI logging model.
The rivals identified
By HealthifyMe Private Limited
Healthify is a direct nemesis due to its massive scale and identical focus on AI-driven nutrition tracking and personalized coaching.
- Proprietary Snap Image-Based tracking technology significantly reduces user friction compared to manual entry methods.
- Integrated Ria AI Health Coach provides proactive, conversational guidance that exceeds basic static tracking features.
- Massive user base and historical data flywheel create a superior, highly personalized recommendation engine.
Ceres Calorie Counter DietContender
Calorie Counter - Meal TrackerContender
AI Calorie Counter - TrackerContender
WeightBuddy: Calorie TrackerContenderUnlock the head-to-head verdict: where this rival wins, and where it loses.
Access the full report for freeThe Analyst's Read
Key takeaways for Calorie AI - Protein Tracker
Where is it heading?
The nutrition-tracking market is consolidating around apps that combine AI logging with conversational coaching, leaving utility-only trackers exposed. Calorie AI must transition from a simple logging tool to a comprehensive health companion to avoid being marginalized by incumbents with deeper data moats.
- Low review volume (116 total) limits the data flywheel necessary to improve AI accuracy, which compounds the competitive disadvantage against Healthify.
- The latest update in May 2026 indicates active maintenance, but the lack of new feature expansion suggests a focus on stability over growth.
The SWOT
- Automated photo-based macro analysis reduces user friction
- Lean interface avoids legacy feature bloat
- Integrate wearable health data for progress insights
- Develop B2B partnerships with local gyms
Next best moves
Integrate wearable health data because it provides a retention loop missing in current utility-only design → increase daily active usage
The counter-intuitive read
The app's reliance on AI photo analysis is a weakness, not a strength…
Read the full takeFeature gaps
Conversational AI health coach (available in Healthify) +2
Since the last report: The analysis shifted from addressing critical technical bugs to identifying structural competitive gaps in data depth and retention features.
Bottom line
Calorie AI offers a low-friction entry for meal tracking, but it lacks the data depth to compete with established incumbents, so the PM should prioritize wearable integration to build a retention moat.
Unlock 3 critical frictions, 2 market threats and the analyst’s take.
Access the full report for freeReport last updated