Report updated May 19, 2026
Calorie AI - Protein Tracker
For individuals seeking to manage weight, build muscle, or maintain a balanced diet through automated tracking.
Calorie AI - Protein Tracker is an established health & fitness app that is free with in-app purchases. With a 4.4/5 rating from 116 reviews, it shows polarized user reception.
What is Calorie AI - Protein Tracker?
Calorie AI is a nutrition-tracking app for iOS that uses computer vision to estimate calories and macros from meal photos.
Users hire the app to reduce the friction of manual food logging, aiming to simplify weight management and macro tracking through automated image analysis.
Current Momentum
v2.1 · 6d ago
Zombie- Released latest update May 2026.
Active Nemesis
Healthify: AI Calorie Tracker
By HealthifyMe Private
Other Rivals
7-Day Rank Pulse 🇺🇸
Health & FitnessNo ranking data
Rating Pulse 🇺🇸
What makes this app unique?
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What Are The 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?
- Free tier with core tracking features
Freemium model focused on high-frequency engagement via AI-assisted logging to build user habit.
Who Built It?
Acquiring and evolving mobile applications to unlock their full potential. They specialize in optimizing utility and lifestyle apps for broader reach.
Portfolio
13
Apps
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What do users think recently?
Analysis in progress, available soon
View the full user-sentiment analysis
Mood gauge, ratings & review-volume history, every praise / complaint / request, and sentiment over time.
What is the competitive landscape for Calorie AI - Protein Tracker?
Where is it available?
Localized markets (12)
How's The Health & Fitness Market?
How does it evolve in 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.
Rank progression
1 active ranking tracked — 30-day window
Which niche is Calorie AI - Protein Tracker in?
to track daily caloric intake and nutrition
Explore the full Calorie Counting Trackers niche
Every app in this space — 61 tracked, the niche's live rankings, and Marlvel's editorial take on the job-to-be-done.
The rivals identified
Nemeses(1)
Healthify is the primary market nemesis due to its massive user base and direct overlap in AI-powered nutritional coaching and automated food logging.
Differentiators
- 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.
Head to head
The target app must prioritize developing proprietary computer vision or automated logging to compete with Healthify's convenience-first moat.
Contenders(4)
Directly mimics the target app's core value proposition of AI-assisted tracking and virtual nutrition coaching.
Differentiators
- Virtual nutrition assistant provides real-time feedback that mimics a human coach's supportive interaction style.
- Snap & Track functionality offers a direct alternative to manual calorie logging for busy users.
Targets the same demographic by leveraging USDA database integration to provide authoritative nutritional data alongside AI recognition.
A high-velocity contender that aggressively updates its AI meal logging and coaching features to capture the power-user demographic.
Competes directly for the 'AI companion' segment of the market by pairing calorie tracking with a conversational AI buddy.
Differentiators
- Buddy AI companion offers a more personalized, gamified social experience than standard calorie tracking tools.
- Dedicated macro and fat tracking modules provide deeper nutritional insights for specialized diet users.
Same space(3)
Targets the broader behavioral health market, overlapping with the target app's goal of fostering healthier lifestyle habits.
Competes for the same 'lifestyle improvement' wallet share and user time within the health and fitness category.
Shares the 'Health & Fitness' category, though it focuses on pet activity tracking rather than human nutrition.
Compare Calorie AI - Protein Tracker against every rival
All rivals in one side-by-side table — identity, store metrics, ratings & sentiment, and strategic intel — plus a head-to-head page for each.
The outtake for Calorie AI - Protein Tracker
Strengths to defend, gaps to attack
Core Strengths
- Automated photo-based macro analysis reduces user friction
- Lean interface avoids legacy feature bloat
Critical Frictions
- 116 total ratings indicate low market penetration
- Lacks proprietary food database for regional accuracy
- No conversational coaching features
Growth Levers
- Integrate wearable health data for progress insights
- Develop B2B partnerships with local gyms
Market Threats
- Healthify historical data flywheel creates superior recommendations
- Rapid feature-parity updates from smaller competitors
What are the next best moves?
Integrate wearable health data because it provides a retention loop missing in current utility-only design → increase daily active usage
Competitors like WeightBuddy leverage gamified social and specialized modules to drive engagement, which the current app lacks.
Trade-off: Pause development on new AI food-recognition categories — wearable integration provides higher retention value than incremental recognition accuracy.
A counter-intuitive read
The app's reliance on AI photo analysis is a weakness, not a strength, because it creates a dependency on external computer vision accuracy rather than building a proprietary food database.
Feature Gaps vs Competitors
- Conversational AI health coach (available in Healthify)
- Regional food database (available in Healthify)
- Gamified social accountability (available in WeightBuddy)
Key Takeaways
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.
Where Is It Heading?
Mixed Signals
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.