--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Calor AI #1 Calorie Tracker" developer_entity: "Sebastien Menozzi" bundle_id: "games.calico.foodtracker" app_store_id: "6686401112" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-04-04" report_date: "2026-07-30" last_verified: "2026-07-30T00:00:00.000Z" report_version: "1.0.16" total_reviews: 2242 overall_rating: 4.7 sentiment: "Frustrated" sentiment_score: 35 confidence: "low" confidence_score: 0.35 top_praise_theme: "Consistent weight tracking and goal setting features help users maintain their personal health routines" top_complaint_theme: "Inaccurate AI food logging and caloric estimation force users to manually correct simple entries repeatedly" review_sample_size: 11 total_review_count: 11 analyzed_review_count: 11 data_age_days: 17 momentum_velocity: "maintenance" intelligence_version: 3 nemesis: "Foodvisor - Nutrition & Diet" competitor_count: 11 tags: ["health & fitness", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "individuals", "seeking", "automated"] canonical_url: "https://marlvel.ai/apps/calor-ai-1-calorie-tracker" license: "CC-BY-NC 4.0" content_version: "v2" --- ## ⚠ Content Warning This report covers topics classified as sensitive (health). Information is aggregated from public sources for informational purposes only. This is not medical advice. Consult a qualified professional before acting on any information here. --- # Calor AI #1 Calorie Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 4.74 · Sentiment Frustrated - **Recent focus**: Inaccurate AI food logging and caloric estimation force users to manually correct simple entries repeatedly (top complaint) · Consistent weight tracking and goal setting features help users maintain their personal health routines (top praise) > **TL;DR:** Calor AI #1 Calorie Tracker is a health & fitness app by Sebastien Menozzi, rated 4.74/5 by 2.2K users, with Frustrated user sentiment (35/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Calor AI #1 Calorie Tracker faces Frustrated user sentiment (4.74/5 from 2.2K reviews), with users reporting inaccurate ai food logging and caloric estimation force users to manually correct simple entries repeatedly as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.74/5 (2.2K reviews) | | **User Mood** | Frustrated | | **Category** | Health & Fitness | | **Developer** | Sebastien Menozzi | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Low (0.35/1.0) | | **Data Age** | 17d | ## Metadata & Market Performance - **Publisher:** Sebastien Menozzi - **Category:** Health & Fitness - **Target Audience:** Individuals seeking automated calorie and macronutrient tracking for weight management or specific dietary needs like gluten-free or low-FODMAP. - **Platforms:** iOS & Android - **Version Reviewed:** 1.0.16 - **Report Date:** 2026-07-30 - **Signal Count:** 11 reviews analyzed - **Confidence:** Low (0.35/1.0) - **App Store ID (iOS):** 6686401112 - **Bundle ID:** games.calico.foodtracker - **Google Play ID:** games.calico.foodtracker - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-07-30 ## Executive Snapshot **What it is:** Calor AI is a calorie and macronutrient tracking app for iOS and Android that uses computer vision to log meals. **Why users hire it:** The app removes the manual friction of calorie counting for users who struggle to maintain consistent dietary logs. ## App DNA (Features & Intent) - **[Differentiator] AI Meal Scanning:** Computer vision identifies food items from photos to generate nutritional breakdowns. Premium-tier gate — detailed analysis requires a subscription. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Personalized Lifestyle Quiz:** Onboarding questionnaire generates diet and fitness plans based on basal metabolic rate. Retention — personalized plans increase user investment. * *User Intent:* Users value self-expression and personalized experiences. - **[Differentiator] Dietary Preference Filtering:** Nutritional analysis identifies specific content like gluten or FODMAP-friendly ingredients. Premium-tier gate — specialized insights are locked behind the subscription. * *User Intent:* Users seek social connection and competitive engagement with peers. ## Market Position {#market-position} 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. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with basic tracking, Premium subscription required for detailed nutritional analysis - **Analysis:** Freemium model gates deep-dive nutritional data and specialized dietary insights behind a subscription wall. ## 🔴 User Sentiment (Low Confidence: 11 of 11 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.74/5 - **Platform Split:** iOS 4.8/5 (1.5K ratings) | Android 4.6/5 (701 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.74/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Consistent weight tracking and goal setting features help users maintain their personal health routines** ### Top Complaints (Impact Areas) - **Inaccurate AI food logging and caloric estimation force users to manually correct simple entries repeatedly** ## SWOT Analysis {#swot} **Core Strengths:** - Personalized lifestyle quiz increases user investment via basal metabolic rate integration **Growth Levers:** - Manual macro goal customization would address a top-requested feature gap ## Recent Changes (v2 → v3) {#recent-changes} 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. **Overall trend**: Declining **Compared at**: 2026-07-30 ### High-impact changes - **[Declined] Sentiment Score Drop** (sentiment) - **[Added] Billing and Technical Complaints** (swot) ### Medium-impact changes - **[Shifted] Maintenance Mode Recognition** (positioning) - **[Added] Macro Customization Request** (swot) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Calor AI #1 Calorie Tracker vs Foodvisor - Nutrition & Diet - Top Rival - **[Foodvisor - Nutrition & Diet](https://marlvel.ai/apps/foodvisor-ai-calorie-counter)** by Foodvisor: Directly competes as a leading AI-powered photo nutrition app with deep macro analysis and personalized plans. ### Contenders (Strong Challengers) - **[MyFitnessPal: Calorie Counter](https://marlvel.ai/apps/myfitnesspal-calorie-counter)** by MyFitnessPal, Inc.: The market leader that has integrated AI meal scanning to defend against niche AI trackers like Calor AI. - **Lifesum: Healthy Eating & Diet** by Lifesum AB: Competes on high-quality UI and personalized lifestyle plans with integrated photo and barcode scanning. - **YAZIO Calorie Counter & Diet** by YAZIO: Strong international competitor offering comprehensive meal tracking and AI-assisted logging features. - **LogMeal - Food AI & Nutrition** by LogMeal: Provides professional-grade AI food recognition and nutritional analysis for health-conscious users. ### Peers (What They Do Better) - **Cronometer** by Cronometer Software Inc.: Focuses on high-accuracy micronutrient tracking for the same health-conscious demographic. - **MacroFactor - Macro Tracker** by Stronger By Science Technologies: An adherence-focused tracker that uses metabolic data, competing for users who want scientific diet planning. - **Noom: Weight Loss & Health** by Noom Inc.: Broader lifestyle and psychology-based app that includes food logging as a core component. - **Carb Manager: Keto Diet App** by Wombat Apps LLC: Dominates the low-carb and specialized diet niche with robust logging and AI scanning tools. ### New Kids on the Block (What's Innovative) - **Eato: AI Calorie Counter** by Eato AI: A new, AI-first competitor that mirrors Calor AI's core value proposition of effortless photo-based tracking. - **Calorie.ai - Food Tracker** by Calorie AI: Rising threat focusing on a minimalist, AI-driven interface for rapid meal logging. ## What's New - **Latest (v1.0.3, 1 years ago):** Introduced new tools for weight management. ## App Momentum (Maintenance) {#momentum} - Ships no significant feature updates. - Last major release over one year ago. > **Cadence:** 2 total versions · 0 majors in last 6 months · 116 days since last update · 548 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Calor AI #1 Calorie Tracker is a health & fitness app that is free with in-app purchases. With a 4.74/5 rating from 2.2K reviews, it draws more critical themes in recent reviews than its store average suggests. > **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. **Best for:** Individuals seeking automated calorie and macronutrient tracking for weight management or specific dietary needs like gluten-free or low-FODMAP. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Rebuild AI recognition logic because inaccurate food logging is the top complaint → improve retention ### Outlook: Declining 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. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.74/5 | | Total Reviews | 2.2K | | Sentiment | Frustrated (35/100) | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Calor AI #1 Calorie Tracker** (this app) | 4.74/5 | Frustrated | Sebastien Menozzi | | [MyFitnessPal: Calorie Counter](https://marlvel.ai/apps/myfitnesspal-calorie-counter) | 4.7/5 | Mixed | MyFitnessPal, Inc. | | [Foodvisor - AI Calorie Counter](https://marlvel.ai/apps/foodvisor-ai-calorie-counter) | 4.7/5 | Excited | Foodvisor | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | n/a | Grow Labs LLC | | [Strava: Run, Bike, Walk](https://marlvel.ai/apps/strava-run-bike-walk) | 4.7/5 | n/a | Strava, Inc. | | [Taller AI: Height Maximizer](https://marlvel.ai/apps/taller-ai-height-maximizer) | 4.7/5 | Excited | Leadimize | ## Company Profile - **Developer:** Sebastien Menozzi ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/calor-ai-1-calorie-tracker/id6686401112?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=games.calico.foodtracker&hl=en&gl=us) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*MyFitnessPal: Calorie Counter*](https://marlvel.ai/apps/myfitnesspal-calorie-counter) (MyFitnessPal, Inc.) · 4.7/5 Rating - [*Foodvisor - AI Calorie Counter*](https://marlvel.ai/apps/foodvisor-ai-calorie-counter) (Foodvisor) · 4.7/5 Rating | Positive Sentiment - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.6/5 Rating - [*Strava: Run, Bike, Walk*](https://marlvel.ai/apps/strava-run-bike-walk) (Strava, Inc.) · 4.7/5 Rating - [*Taller AI: Height Maximizer*](https://marlvel.ai/apps/taller-ai-height-maximizer) (Leadimize) · 4.7/5 Rating | Positive Sentiment - [*TallerTeen - Grow Taller Now*](https://marlvel.ai/apps/tallerteen-grow-taller-now) (Viral App Developement LLC) · 4.7/5 Rating - [*Activity Tracker・FitnessView*](https://marlvel.ai/apps/activity-tracker-fitnessview) (Funn Media, LLC) · 4.0/5 Rating - [*Avatran Soul*](https://marlvel.ai/apps/avatran-soul) (Avatran GmbH) · N/A Rating - [*Bubblic: Connect with people.*](https://marlvel.ai/apps/bubblic-connect-with-people) (Bubblic Inc.) · 4.6/5 Rating | Excellent Sentiment - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Evolum) · 4.7/5 Rating | Positive Sentiment ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.35/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 11 - **Data Sources:** user reviews, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 17 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/calor-ai-1-calorie-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.