--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Calorie Counter - Calory AI" developer_entity: "Funn Media, LLC" bundle_id: "com.funnmedia.calory" app_store_id: "1441252752" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-04-15" report_date: "2026-07-14" last_verified: "2026-07-14T00:00:00.000Z" report_version: "4.7.3" total_reviews: 8945 overall_rating: 4.6 sentiment: "Frustrated" sentiment_score: 35 confidence: "medium" confidence_score: 0.6 top_praise_theme: "Intuitive calorie and macro tracking interface provides a visual, low-friction experience for daily health monitoring" top_complaint_theme: "Mandatory subscription paywalls prevent users from accessing the app, frustrating those who previously used free features" review_sample_size: 49 total_review_count: 49 analyzed_review_count: 49 data_age_days: 78 momentum_velocity: "intense" intelligence_version: 3 nemesis: "Lose It! – Calorie Counter" competitor_count: 8 tags: ["health & fitness", "subscription", "frustrated sentiment", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "weight-loss"] canonical_url: "https://marlvel.ai/apps/calorie-counter-calory-ai" 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. --- # Calorie Counter - Calory AI Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Subscription - **Signal**: Rating 4.56 · Sentiment Frustrated - **Recent focus**: Mandatory subscription paywalls prevent users from accessing the app, frustrating those who previously used free features (top complaint) · Intuitive calorie and macro tracking interface provides a visual, low-friction experience for daily health monitoring (top praise) > **TL;DR:** Calorie Counter - Calory AI is a health & fitness app by Funn Media, LLC, rated 4.56/5 by 8.9K users, with Frustrated user sentiment (35/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Calorie Counter - Calory AI faces Frustrated user sentiment (4.56/5 from 8.9K reviews), with users reporting mandatory subscription paywalls prevent users from accessing the app, frustrating those who previously used free features as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.56/5 (8.9K reviews) | | **User Mood** | Frustrated | | **Category** | Health & Fitness | | **Developer** | Funn Media, LLC | | **Pricing** | Subscription | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.6/1.0) | | **Data Age** | 78d | ## Metadata & Market Performance - **Publisher:** Funn Media, LLC - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals and weight-loss seekers who prioritize app simplicity, privacy, and integration with Apple Health. - **Platforms:** iOS & Android - **Version Reviewed:** 4.7.3 - **Report Date:** 2026-07-14 - **Signal Count:** 49 reviews analyzed - **Confidence:** Medium (0.6/1.0) - **App Store ID (iOS):** 1441252752 - **Bundle ID:** com.funnmedia.calory - **Google Play ID:** com.funnmedia.calory - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-07-14 ## Executive Snapshot **What it is:** Calory AI is a health and fitness app for iOS and Android that provides calorie and macro tracking via AI-assisted food logging. **Why users hire it:** Users hire Calory for its low-friction, privacy-first logging experience that integrates directly with Apple Health to minimize manual data entry. ## App DNA (Features & Intent) - **[Differentiator] AI Food Scanning:** Uses computer vision to identify food items and estimate nutritional content. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] iCloud Data Sync:** Stores user data locally on iCloud without requiring account registration. * *User Intent:* Users expect seamless access across multiple devices. - **[Standard] Apple Health Integration:** Reads and writes dietary calories and weight data to Apple Health. ## Market Position {#market-position} Calory AI maintains a #37 grossing rank in Oman and #53 in the Dominican Republic, showing successful monetization in specific international markets. The app's reliance on a subscription-only model creates a tension between its minimalist UX and the high barrier to entry for casual users. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free tier with basic calorie tracking, Premium subscription for AI scanning, macro tracking, and recipes - **Analysis:** The freemium model uses a privacy-first hook to acquire users, gating advanced utility features like AI scanning behind a subscription. ## 🔴 User Sentiment (Medium Confidence: 49 of 49 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.56/5 - **Platform Split:** iOS 4.6/5 (7.7K ratings) | Android 4.3/5 (1.2K ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.56/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Intuitive calorie and macro tracking interface provides a visual, low-friction experience for daily health monitoring** - **Shortcut support and Apple Health integration allow for efficient, automated logging of nutritional data** - **Photo AI scanning provides a convenient way to estimate calories for meals when manual entry is difficult** ### Top Complaints (Impact Areas) - **Mandatory subscription paywalls prevent users from accessing the app, frustrating those who previously used free features** ## SWOT Analysis {#swot} **Core Strengths:** - Registration-free onboarding reduces initial user churn. - Apple Health integration embeds the app into the system-level health stack. **Growth Levers:** - Manual correction tools for AI-scanned data could improve accuracy. - Untapped B2B education partnerships for health tracking. ## Recent Changes (v2 → v3) {#recent-changes} The app transitioned to a mandatory subscription-only model, causing a sharp decline in user sentiment and technical complaints despite the addition of AI-driven features. **Overall trend**: Declining **Compared at**: 2026-07-14 ### High-impact changes - **[Shifted] Mandatory Subscription Paywall** (pricing) - **[Declined] Negative Sentiment Shift** (sentiment) ### Medium-impact changes - **[Added] AI Food Scanning and iCloud Sync** (features) - **[Added] New Threats and Weaknesses** (swot) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Calorie Counter - Calory AI vs Lose It! – Calorie Counter - **[Lose It! – Calorie Counter](https://marlvel.ai/apps/com-fitnow-loseit)** by FitNow: With over 750,000 reviews and a 16-year market presence, this app is the dominant incumbent in the calorie tracking niche. - **Key differences:** - Extensive food database built over 16 years provides superior search accuracy for niche items - Advanced macro-nutrient tracking features cater to power users beyond simple calorie counting - Deep integration with a wide array of third-party fitness wearables and health platforms ### Contenders (Strong Challengers) - **[Calorie Counter - MyNetDiary](https://marlvel.ai/apps/com-mynetdiary-mynetdiary)** by MyNetDiary Inc.: A highly-rated, feature-rich alternative that directly competes on clinical accuracy and comprehensive tracking. - Includes clinical-grade diabetes and nutrient tracking features that target health-conscious medical users - Offers a more structured, professional UI compared to this app's simplified approach - **[Carb Manager—Keto Diet Tracker](https://marlvel.ai/apps/com-wombatapps-carbtracker)** by Wombat Apps LLC: Dominates the specialized diet segment, specifically targeting the high-intent Keto and low-carb user base. - Specialized algorithms for net-carb calculation provide a unique value proposition for keto dieters - Integrated meal planning and grocery list generation creates a sticky, end-to-end diet management workflow - **[Lifesum: AI Calorie Counter](https://marlvel.ai/apps/com-sillens-ishape)** by Lifesum AB: Directly competes with this app by positioning AI-driven personalization as a core value proposition. - Employs a lifestyle-first design that emphasizes food quality and habits over raw calorie counting - Visual-heavy interface provides a more engaging, modern aesthetic compared to traditional data-entry trackers - **[Noom Weight Loss, Food Tracker](https://marlvel.ai/apps/com-noom-wlc)** by Noom, Inc.: Uses a psychological, behavior-change approach that differentiates it from standard calorie-counting apps. - Integrates cognitive behavioral therapy principles to address the psychological aspects of weight management - Human-led coaching tiers provide a premium service layer that standard trackers lack ### Peers (What They Do Better) - **[AI Calorie Counter - Appediet](https://marlvel.ai/apps/com-appediet-appediet)** by Appediet Information PTE. LTD: A recent entrant focusing on AI-based image recognition for food logging. - Uses computer vision to log meals from photos, significantly reducing manual entry time - Aggressive release cadence suggests rapid iteration on AI recognition accuracy - **[Fitbod: Gym & Fitness Planner](https://marlvel.ai/apps/com-fitbod)** by Fitbod Inc.: Adjacent fitness tracking app that focuses on workout programming rather than nutrition. - Dynamic workout generation based on available equipment and previous performance data - Strong focus on strength training progression rather than dietary intake management ### New Kids on the Block (What's Innovative) - **[Muscle Booster Workout Tracker](https://marlvel.ai/apps/com-musclebooster)** by WELLTECH APPS LIMITED: An emerging fitness-focused app with consistent updates in the last three months. ## App Momentum (Intense) {#momentum} - Shipped manual exercise logging. - Redesigned logging screen for faster input. - Added home screen widget for tracking. > **Cadence:** 5 total versions · 0 majors in last 6 months · 8 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Calorie Counter - Calory AI is a health & fitness app. With a 4.56/5 rating from 8.9K reviews, it draws more critical themes in recent reviews than its store average suggests. > **Bottom Line:** Calory AI offers a superior, low-friction logging experience, but the aggressive subscription-only model risks long-term viability, so the PM should prioritize a limited free tier to stabilize the user funnel and mitigate churn. **Best for:** Health-conscious individuals and weight-loss seekers who prioritize app simplicity, privacy, and integration with Apple Health. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Restore a limited free tier because mandatory paywalls are the top complaint → reduce churn ### Feature Gaps vs Competitors - Extensive community-verified food database (available in Lose It! but missing here). ### Outlook: Declining The health-tracking market is consolidating around incumbents with massive, community-verified databases, leaving Calory AI exposed to churn if it cannot stabilize its core utility. The PM must address the subscription-only friction to prevent further erosion of the user base into the next quarter. - 🔴 The transition to a mandatory subscription model has alienated long-term users, leading to a decline in sentiment and increased churn pressure. - 🔴 Technical regressions in barcode scanning and data accuracy undermine the core utility, compounding the frustration caused by the subscription paywall. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.56/5 | | Total Reviews | 8.9K | | Sentiment | Frustrated (35/100) | | Confidence | Medium | | Pricing Model | Subscription | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Calorie Counter - Calory AI** (this app) | 4.56/5 | Frustrated | Funn Media, LLC | | [Noom Weight Loss, Food Tracker](https://marlvel.ai/apps/com-noom-wlc) | 4.7/5 | n/a | Noom, Inc. | | [Calorie Counter - MyNetDiary](https://marlvel.ai/apps/com-mynetdiary-mynetdiary) | 4.8/5 | N/A | MyNetDiary Inc. | | [Lose It! – Calorie Counter](https://marlvel.ai/apps/com-fitnow-loseit) | 4.8/5 | Mixed | FitNow | | [Fitbod: Gym & Fitness Planner](https://marlvel.ai/apps/com-fitbod) | 4.8/5 | N/A | Fitbod Inc. | | [Muscle Booster Workout Tracker](https://marlvel.ai/apps/com-musclebooster) | 4.6/5 | Mixed | WELLTECH APPS LIMITED | ## Company Profile - **Developer:** Funn Media, LLC - **Website:** [https://calory.app](https://calory.app) - **Social:** [Instagram](https://www.instagram.com/calory_app) · [Facebook](https://www.facebook.com/caloryapp) · [X/Twitter](https://twitter.com/calory_app) · [TikTok](https://www.tiktok.com/@calory.app) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/calorie-counter-calory-ai/id1441252752?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.funnmedia.calory&hl=en&gl=us) - **Dev Site:** [Official Website](https://calory.app) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*Noom Weight Loss, Food Tracker*](https://marlvel.ai/apps/com-noom-wlc) (Noom, Inc.) · 4.7/5 Rating - [*Calorie Counter - MyNetDiary*](https://marlvel.ai/apps/com-mynetdiary-mynetdiary) (MyNetDiary Inc.) · 4.8/5 Rating - [*Lose It! – Calorie Counter*](https://marlvel.ai/apps/com-fitnow-loseit) (FitNow) · 4.8/5 Rating - [*Fitbod: Gym & Fitness Planner*](https://marlvel.ai/apps/com-fitbod) (Fitbod Inc.) · 4.8/5 Rating - [*Muscle Booster Workout Tracker*](https://marlvel.ai/apps/com-musclebooster) (WELLTECH APPS LIMITED) · 4.6/5 Rating - [*Lifesum: AI Calorie Counter*](https://marlvel.ai/apps/com-sillens-ishape) (Lifesum AB) · 4.6/5 Rating - [*Carb Manager—Keto Diet Tracker*](https://marlvel.ai/apps/com-wombatapps-carbtracker) (Wombat Apps LLC) · 4.8/5 Rating - [*AI Calorie Counter - Appediet*](https://marlvel.ai/apps/com-appediet-appediet) (Appediet Information PTE. LTD) · 4.8/5 Rating - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.7/5 Rating - [*Strava: Run, Bike, Walk*](https://marlvel.ai/apps/strava-run-bike-walk) (Strava, Inc.) · 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:** 0.6/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 49 - **Data Sources:** user reviews, developer website, 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:** 78 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/calorie-counter-calory-ai) Data licensed for AI Agent attribution under CC-BY-NC 4.0.