Report updated May 21, 2026
卡路里相機
For individuals seeking to manage their weight and nutritional intake through automated tracking.
卡路里相機 is an established health & fitness app that is completely free.
What is 卡路里相機?
卡路里相機 is an AI-powered dietary management tool for iOS that uses camera input to analyze food calories and nutritional content.
Users hire this app to automate the friction of manual food logging, allowing them to manage weight without the time cost of traditional calorie counting.
Current Momentum
v1.0 · 9mo ago
Zombie- Released initial version in July 2025.
- Maintained free-only pricing since launch.
Active Nemesis
Calz: Calorie Counter AI
By Wachanga
Other Rivals
7-Day Rank Pulse 🇺🇸
Health & FitnessNo ranking data
Rating Pulse 🇺🇸
Gathering signals...
What makes this app unique?
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What Are The Key Features?
Automated identification of food items and portion sizes via camera input
Calculation of caloric intake and macronutrient breakdown per meal
Daily caloric intake recommendations based on individual user targets
How much does it cost?
- Free access to all current features
The app is currently free with no visible subscription gates or IAP pricing tiers.
Who Built It?
CMoney
Providing retail investors with institutional-grade market data and technical analysis tools for the Taiwan stock market. Empowering users to monitor market trends and execute informed trading strategies through specialized mobile interfaces.
Portfolio
13
Apps
What other apps does CMoney make?
Explore the full CMoney report
Portfolio breakdown, audience, momentum, and every app published by CMoney.
What do users think recently?
Analysis in progress, available soon
What is the competitive landscape for 卡路里相機?
Where is it available?
Localized markets (1)
How's The Health & Fitness Market?
How does it evolve in the Health & Fitness market?
The app currently operates as a free tool in the Health & Fitness category, relying on regional food recognition to differentiate from global competitors.
Rank progression
1 active ranking tracked — 30-day window
Which niche is 卡路里相機 in?
to track daily caloric and nutritional intake
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)
Calz is a direct threat due to its massive user base and identical core value proposition of AI-powered food scanning and macro tracking.
Differentiators
- Offers integrated intermittent fasting timers which provide a more comprehensive weight management ecosystem than target
- Massive review volume creates a social proof barrier that is difficult for new entrants to overcome
- High release frequency indicates a mature, agile development cycle that rapidly iterates on AI scanning accuracy
Head to head
Target must double down on regional food database accuracy to win local users while avoiding feature bloat that dilutes the core photo-tracking experience.
Contenders(4)
PlateIQ competes for the same user segment by leveraging AI-driven meal analysis and personalized nutrition coaching.
Differentiators
- Includes an AI nutrition chat feature that provides conversational guidance beyond simple calorie logging metrics
- Focuses on personalized macro targets which appeals to users seeking more granular control over their diet
FlashSnack targets the same convenience-oriented demographic by prioritizing rapid AI vision analysis for food logging.
Differentiators
- Native Google Health Connect integration allows for seamless data synchronization across broader fitness and health ecosystems
- Prioritizes a 'flash' speed UX that minimizes the time required to log a meal compared to target
Milkberi challenges the target by combining nutritional logging with social features and custom recipe building.
Differentiators
- Social integration features foster community engagement, creating a network effect that target currently lacks entirely
- Custom recipe builder allows users to log complex home-cooked meals more accurately than simple photo scanning
Ceres competes by offering a goal-oriented, automated logging experience for users focused on long-term diet tracking.
Differentiators
- Provides a 24/7 daily overview dashboard that helps users visualize their progress throughout the entire day
- Established market presence since 2018 provides a stable, proven interface for users who prefer traditional logging
Same space(3)
This app occupies the same functional space by providing basic calorie counting and progress tracking tools.
Differentiators
- Features a straightforward, no-nonsense food logging interface that appeals to users intimidated by complex AI tools
- Includes a dedicated progress dashboard that simplifies complex health data into easy-to-read visual charts
While focused on medical tracking, it overlaps with the target's audience of health-conscious users monitoring dietary intake.
Differentiators
- Offers professional PDF and CSV reporting capabilities essential for users sharing health data with medical providers
- Strict local data privacy architecture appeals to users concerned about cloud-based AI food scanning security
This app competes for the attention of users who use lifestyle logging as a tool for managing specific health conditions.
Differentiators
- Integrates directly with medical devices to provide clinical-grade data reporting rather than just general calorie estimates
- Includes validated clinical questionnaires like AFEQT to provide deeper health insights beyond simple nutritional intake
Compare 卡路里相機 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 卡路里相機
Strengths to defend, gaps to attack
Core Strengths
- Localized AI food recognition for Asian diet types sustains regional user relevance
Critical Frictions
- Free-only pricing model lacks monetization levers
- No social features to drive long-term retention
Growth Levers
- Integration with wearable health platforms could expand utility beyond simple photo logging
Market Threats
- High-frequency update cadence from established rivals like Calz risks feature obsolescence
What are the next best moves?
Ship subscription-based premium tier because current free-only model lacks revenue sustainability → increase LTV
The app currently has no IAP or subscription gates, limiting long-term viability.
Trade-off: Pause new feature development on the AI scanner to prioritize billing infrastructure.
Integrate Google Health Connect because rivals like FlashSnack use it to sync data → reduce churn
Competitors are using health ecosystem integration to provide more value than standalone apps.
Trade-off: Deprioritize the manual recipe builder to focus on platform synchronization.
A counter-intuitive read
The app's lack of a massive global database is a strength, as it allows for superior accuracy in Asian food types that generic global competitors often misidentify.
Feature Gaps vs Competitors
- Intermittent fasting timers (available in Calz)
- Social community features (available in milkberi)
- Health ecosystem synchronization (available in FlashSnack)
Key Takeaways
卡路里相機 holds a niche advantage in regional food recognition, but the lack of monetization and social retention loops leaves it exposed to feature-heavy rivals, so the PM should prioritize a subscription gate to secure long-term revenue.
Where Is It Heading?
Mixed Signals
The health-tracking market is consolidating around apps that offer both AI logging and social accountability. 卡路里相機 remains exposed due to its limited feature set and lack of monetization, so the PM must pivot to a hybrid revenue model to survive against better-funded rivals.
The absence of social retention features creates a churn risk as users migrate to community-focused apps like milkberi.
The current free-only model provides no revenue, necessitating a shift to a subscription or ad-supported strategy to survive.