By Municorn
Report updated May 19, 2026
Calorie Counter & Food Tracker
For individuals focused on weight management, muscle gain, or nutritional maintenance who require efficient, data-backed logging tools.
Calorie Counter & Food Tracker is a struggling health & fitness app that is free with in-app purchases. With a 4.7/5 rating from 21.8K reviews, it struggles with user retention. Users particularly appreciate accurate food database entries allow for quick and effortless daily calorie logging, though deceptive subscription practices and hidden charges create significant financial frustration for new users remains a common concern.
What is Calorie Counter & Food Tracker?
Calorie Counter & Food Tracker is a health and fitness app for iOS and Android that uses AI-powered image recognition to log nutritional intake.
Users hire this app to automate the tedious process of calorie counting, allowing them to maintain weight-loss habits without the friction of manual data entry.
Current Momentum
v1.6 · 1d ago
Active- Ships frequent bug fixes and performance updates.
- Maintains high chart visibility in US category.
Active Nemesis
Lose It! – Calorie Counter
By FitNow
Other Rivals
7-Day Rank Pulse 🇺🇸
Health & FitnessRating Pulse 🇺🇸
Recent User MoodAI-powered deep analysis surfacing high-signal insights. Still in beta, accuracy improves daily. For informational purposes only.
What makes this app unique?
What Does It Look Like?
How Is The App's Momentum Right Now?
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What Are The Key Features?
Computer vision identifies food items from photos to provide instant nutritional data
Optical scanner for packaged food items to pull nutritional data from database
How much does it cost?
- Free tier with core tracking features
- Premium tier with advanced personalization and planning
Freemium model utilizes core tracking as a retention hook while gating advanced personalization and planning tools.
Who Built It?
Municorn
Providing mobile-first utility tools for document management and personal productivity. Enabling professionals to handle legacy business tasks on the go.
Portfolio
13
Apps
Who is Municorn?
Municorn Limited operates as a utility-focused publisher that bridges the gap between legacy office workflows and mobile-first accessibility. Their strategy relies on high-visibility, single-purpose tools that target specific professional pain points like faxing, scanning, and call documentation. The primary tension in their portfolio is the friction between their functional utility and aggressive subscription-based monetization, which has led to significant user sentiment divergence across their top-performing titles.
Who is Municorn for?
- Business professionals
- Remote workers
- Individuals requiring digitized document
- Communication management
Portfolio momentum
Released 55 updates across 13 apps in the last 6 months, indicating a high-frequency development and maintenance cycle.
What other apps does Municorn make?
Second Phone Number: 2nd eSIM
eSign App: Sign PDF Documents
FAX from iPhone: Send Doc App
Fasting App: Tracker & Timer
eSim Travel Virtual Mobile App
Call Recorder: Voice Memos App
What do users think recently?
High confidence · Latest 63 of 148 total reviews analyzed · Based on 148 reviews. Signal may be noisy.
How did the latest release land?
What is the recent mood?
Recent user voice shows a upset sentiment. Users appreciate accurate food database entries allow for quick and effortless daily calorie logging, but report deceptive subscription practices and hidden charges create significant financial frustration for new users.
What Users Love
What Frustrates Users
What Users Want
What is the competitive landscape for Calorie Counter & Food Tracker?
How's The Health & Fitness Market?
How does it evolve in the Health & Fitness market?
The app maintains a strong presence in the Health & Fitness category, with #20 Free and #19 Grossing positions in the US. The discrepancy between its high free-chart rank and lower grossing rank suggests that while the AI scanner drives discovery, the conversion funnel is failing to retain high-value subscribers.
| Country | Category | Chart | Rank | Change |
|---|---|---|---|---|
| 🇨🇦 Canada | Health & Fitness | iOSFree | #26 | ▲1 |
| 🇺🇾 Uruguay | Health & Fitness | iOSFree | #58 | ▲9 |
The rivals identified
The Nemesis
Head to Head
Target must leverage its AI-first scanning advantage to capture casual users while building out a more robust, user-contributed food database to compete with the nemesis's data moat.
What sets Calorie Counter & Food Tracker apart
AI Food Scanner offers a lower-friction entry point for casual users compared to manual logging
Modern, streamlined UI design reduces the cognitive load associated with complex nutritional tracking
What's Lose It! – Calorie Counter's Edge
Extensive community-driven food database significantly reduces the frequency of 'item not found' errors
Mature gamification and social features drive higher long-term retention than standard tracking tools
Contenders
Focuses on cognitive behavioral therapy techniques to address the root causes of overeating
High-touch coaching model creates a premium service layer that standard trackers lack
Specialized macro-tracking algorithms optimized specifically for the ketogenic and low-carb diet community
Includes a vast library of keto-specific recipes and meal planning tools integrated into the tracker
Calorie Counter - MyNetDiary
★4.8 (146.6K)MyNetDiary Inc.
⚡Provides a highly clinical, data-dense experience for users focused on medical-grade nutrition.
Includes specialized tracking for diabetes and specific medical conditions beyond general weight loss
Offers highly detailed nutrient analysis reports that appeal to data-driven health enthusiasts
Peers
Prioritizes aesthetic, lifestyle-oriented meal planning over purely clinical calorie counting metrics
Integrates personalized diet plans that simplify the decision-making process for the average user
Analyzes heart rate variability to provide actionable insights on stress and recovery levels
Aggregates data from hundreds of wearable devices to provide a holistic health dashboard
New Kids on the Block
AI Calorie Counter - Appediet
★4.7 (59.2K)Appediet Information PTE. LTD
⚡A recent entrant aggressively iterating on AI-based food recognition technology.
Rapid 15-release cycle in six months indicates an aggressive push to refine AI recognition accuracy
Focuses exclusively on AI-first input to minimize the manual effort required for daily logging
The outtake for Calorie Counter & Food Tracker
Strengths to defend, gaps to attack
Core Strengths
- AI-first food recognition lowers the barrier to entry for casual users
- Cunningham-based BMR calculations provide scientific credibility for personalized meal plans
Critical Frictions
- Lack of in-app cancellation forces reliance on unresponsive email support
- Premium tier pricing lacks transparency before payment
- Incomplete health data syncing limits utility for power users
Growth Levers
- Integration with wearable fitness platforms to increase data-density
- Expansion into specialized diet-tracking modules like fiber and net-carb metrics
Market Threats
- Aggressive monetization reputation risks platform-level policy enforcement
- Lose It! database depth continues to siphon users who value accuracy over speed
What are the next best moves?
Ship in-app cancellation flow because it is the #1 sentiment driver for churn → reduce support overhead.
Sentiment analysis identifies lack of transparent cancellation as the primary driver of 1-star reviews.
Trade-off: Pause the annual-tier price test; billing trust is the higher-impact lever.
Audit subscription paywall transparency because deceptive billing is the primary driver of 1★ reviews → improve long-term retention.
High frequency of complaints regarding unauthorized charges and hidden pricing.
Trade-off: Delay the launch of the new macro-tracking module.
A counter-intuitive read
The app's high free-chart rank is a liability, not an asset, because it accelerates the acquisition of users who churn immediately upon encountering the opaque paywall.
Feature Gaps vs Competitors
- Wearable fitness ecosystem integration (available in Lose It! but missing here)
- Advanced fiber and net-carb tracking (available in Carb Manager but missing here)
Key Takeaways
The app captures casual users through its AI-scanner utility, but the predatory billing reputation threatens its long-term viability, so the PM must prioritize self-service cancellation to stabilize the user base.
Where Is It Heading?
Declining
The calorie-tracking market is consolidating around platforms that offer deep wearable integration and transparent pricing. This app's reliance on aggressive monetization and manual-entry-heavy workflows leaves it exposed to churn as users seek more reliable, data-integrated alternatives.
Persistent complaints regarding unauthorized billing in the latest release erode user trust, which compounds the churn rate among new users.
Lack of health-data syncing prevents integration with wearable devices, limiting the app's utility for power users who migrate to more robust competitors.