Calor AI is a calorie and macronutrient tracking app for iOS and Android that uses computer vision to log meals.
Product velocity
Maintenance
Daily rank 🇺🇸
—
Health & Fitness
Sentiment
4.7
2k reviews
Nemesis
Foodvisor - AI Calorie Counter
The App DNA
What makes this app unique?
The app removes the manual friction of calorie counting for users who struggle to maintain consistent dietary logs.
For Individuals seeking automated calorie and macronutrient tracking for weight management or specific dietary needs like gluten-free or low-FODMAP.
Key features
Computer vision identifies food items from photos to generate nutritional breakdowns. Premium-tier gate — detailed analysis requires a subscription.
Onboarding questionnaire generates diet and fitness plans based on basal metabolic rate. Retention — personalized plans increase user investment.
Nutritional analysis identifies specific content like gluten or FODMAP-friendly ingredients. Premium-tier gate — specialized insights are locked behind the subscription.
How much does it cost?
Freemium model gates deep-dive nutritional data and specialized dietary insights behind a subscription wall.
Velocity
Maintenance developmentopaqueperformanceShow more...
With only two releases identified in the observed window and a total of 116 days since the latest update, the development momentum is classified as maintenance. The Android platform has seen no updates for 664 days, indicating a significant disparity in platform support. Recent updates have been limited to minor bug fixes and generic improvements, with no evidence of new features or live operations. The current cadence is insufficient to suggest active product development.
Who built it?
Sebastien Menozzi
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Explode 2: Get ExposedUser Sentiment
What do users think recently?
Fresh user feedback skews frustrated. Users appreciate consistent weight tracking and goal setting features help users maintain their personal health routines.
How are ratings & reviews evolving?
What users say, by theme
- Consistent weight tracking and goal setting features help users maintain their personal health routines
- Inaccurate AI food logging and caloric estimation force users to manually correct simple entries repeatedly
11 of 11 recent reviews analyzed · moderate confidence · Frustrated overall
Read the full review analysisUnlock 2 more frustration themes and 1 user request, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Calor AI #1 Calorie Tracker
How's the Health & Fitness market?
Calor AI holds new grossing chart positions in markets including Hong Kong and Taiwan. The current lack of feature updates over the last two years limits its ability to compete with established trackers.
Read the market outlookThe rivals identified
By Foodvisor
Directly competes as a leading AI-powered photo nutrition app with deep macro analysis and personalized plans.
Calor AI #1 Calorie Tracker vs Foodvisor - AI Calorie Counter
MyFitnessPal: Calorie CounterContender
Lifesum: AI Calorie CounterContender
Cronometer: Calorie CounterContenderLLogMeal - Food AI & NutritionContenderUnlock the deeper market read.
Access the full report for freeThe Analyst's Read
Key takeaways for Calor AI #1 Calorie Tracker
Where is it heading?
The health and fitness category is consolidating around trackers with high-frequency update cadences and reliable AI recognition. Calor AI's maintenance-mode status leaves it exposed to rivals that offer more consistent performance and transparent billing, which will accelerate churn pressure into the next quarter.
- Technical instability and upload failures prevent consistent meal logging, which directly undermines the core value proposition of weight tracking.
- Subscription billing complaints and lack of refund options create brand drag that could trigger platform-level policy scrutiny.
The SWOT
- Personalized lifestyle quiz increases user investment via basal metabolic rate integration
- Manual macro goal customization would address a top-requested feature gap
Next best moves
Rebuild AI recognition logic because inaccurate food logging is the top complaint → improve retention
+ 1 more prioritized moveThe counter-intuitive read
The app's high store rating is a lagging…
Read the full takeSince the last report: Calor AI has transitioned to a negative sentiment trend as technical instability and billing complaints overshadow its core value proposition. The app is now characterized by a two-year stagnation in feature development.
Bottom line
Stabilizing the AI recognition logic would unlock the retention potential of the core logging habit. Addressing billing transparency is necessary to prevent further sentiment erosion and potential platform-level scrutiny.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeSources
Report last updated