--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "AI Calorie Counter - Tracker" developer_entity: "Apps Labs" bundle_id: "com.appslabs.aicalories" app_store_id: "6505124849" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-07-04" report_date: "2026-08-06" last_verified: "2026-08-06T00:00:00.000Z" report_version: "1.9" total_reviews: 23 overall_rating: 4.4 confidence: "low" confidence_score: 0.05 data_age_days: 10 intelligence_version: 4 nemesis: "Calz: Calorie Counter AI" competitor_count: 11 tags: ["health & fitness", "free", "mobile app", "app review", "app analysis", "individuals", "seeking", "manage"] canonical_url: "https://marlvel.ai/apps/ai-calorie-counter-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. --- # AI Calorie Counter - Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Free - **Signal**: Rating 4.43 > **TL;DR:** AI Calorie Counter - Tracker is a health & fitness app by Apps Labs, rated 4.43/5 by 23 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** AI Calorie Counter - Tracker is a health & fitness app by Apps Labs. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.43/5 (23 reviews) | | **Category** | Health & Fitness | | **Developer** | Apps Labs | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 10d | ## Metadata & Market Performance - **Publisher:** Apps Labs - **Category:** Health & Fitness - **Target Audience:** Individuals seeking to manage their nutrition, track caloric intake, and reach specific fitness goals through automated logging. - **Platforms:** iOS - **Version Reviewed:** 1.9 - **Report Date:** 2026-08-06 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6505124849 - **Bundle ID:** com.appslabs.aicalories - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-08-06 ## Executive Snapshot **What it is:** AI Calorie Counter is a health-tracking app for iOS that uses AI to identify meals from photos and calculate nutritional intake. **Why users hire it:** Users hire this app to automate the tedious manual logging process of calorie counting, seeking a low-friction way to manage dietary goals. ## App DNA (Features & Intent) - **[Standard] Snap & Track:** AI-powered meal identification and nutrient calculation. [Revenue Link: Core acquisition hook.] * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Personalized Nutrition:** Custom daily targets for calories and macros. [Revenue Link: Retention loop.] * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Standard] Virtual Nutrition Assistant:** 24/7 AI diet expert. [Revenue Link: Potential premium-tier gate.] * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} AI Calorie Counter maintains a 4.43 rating across 23 reviews, reflecting a niche but unmonetized user base. The absence of subscription tiers leaves it trailing the feature-rich, high-volume models of category rivals. ## Monetization Strategy - **Model:** Free - **Tiers:** Free - **Analysis:** The app currently operates on a free model, lacking the subscription-gated advanced features seen in competitors like Calz. ## SWOT Analysis {#swot} **Core Strengths:** - Singular AI-first focus reduces onboarding friction for users seeking instant meal identification **Growth Levers:** - Integrate wearable health data to provide a more comprehensive fitness overview - Introduce premium-gated meal planning to capture power-user revenue ## Recent Changes (v3 → v4) {#recent-changes} The app's competitive outlook has shifted from stable to mixed due to a 398-day update drought and the lack of a monetization path to fund necessary feature parity. **Overall trend**: Mixed **Compared at**: 2026-08-06 ### High-impact changes - **[Shifted] Maintenance-mode posture** (positioning) - **[Shifted] Monetization vulnerability** (pricing) ### Medium-impact changes - **[Added] Wearable integration gap** (swot) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### AI Calorie Counter - Tracker vs Calz: Calorie Counter AI - **[Calz: Calorie Counter AI](https://marlvel.ai/apps/calz-calorie-counter-ai-1)** by Wachanga: Calz is a direct competitor that dominates the AI-powered nutrition tracking space, sharing the exact same core value proposition of photo-based calorie identification and macro tracking. - **Key differences:** - Offers a dedicated intermittent fasting timer, a feature currently absent from this app's core offering. - Maintains a massive user base of over 130,000 reviewers, creating a significant social proof advantage. - High release cadence with five updates in six months ensures rapid feature iteration and stability. ### Contenders (Strong Challengers) - **[健康饮食助理：食物卡路里计算，饮食计划，BMI、BMR测量](https://marlvel.ai/apps/top-xbuild-calories)** by Android Li: This contender serves the same health-tracking audience but emphasizes clinical health metrics like BMI and BMR alongside standard logging. - Incorporates clinical health inquiry tools such as BMI and BMR calculators for data-driven health planning. - Offers structured meal planning capabilities that go beyond simple calorie counting and tracking. - **[Ai Food Scanner - Snap Calorie](https://marlvel.ai/apps/ai-food-scanner-snap-calorie)** by Chintan Patel: This app directly mirrors this app's 'Snap & Track' functionality, positioning itself as a specialized tool for calorie deficit management. - Provides dedicated tools for calorie deficit management, catering specifically to users focused on weight loss. - Includes integrated weight monitoring features to correlate dietary intake with physical progress over time. - **[WeightBuddy: Calorie Tracker](https://marlvel.ai/apps/weightbuddy-calorie-tracker)** by Joyride GmbH: WeightBuddy challenges this app by combining AI photo-logging with a gamified 'Buddy' companion feature to improve user engagement. - Includes a unique AI companion feature that provides personalized motivation beyond simple nutritional data. - Integrates intermittent fasting tracking alongside AI photo-based logging for a more holistic health experience. - **[Calorie Now](https://marlvel.ai/apps/com-blazingappstudio-calorie_now)** by Blazing App Studio: This app competes by offering a simplified, manual-first alternative to this app's AI-heavy approach, targeting users who prefer traditional logging. - Prioritizes a simplified interface that reduces the friction associated with complex AI-based meal logging. - Focuses on manual calorie logging and progress visualization rather than relying on automated image recognition. ### Peers (What They Do Better) - **[CalCam: AI Calorie Counter](https://marlvel.ai/apps/caloriecounter-food-macrotracker-calai)** by EZ Health: CalCam is a high-volume peer that combines AI scanning with exercise tracking to provide a comprehensive fitness overview. - Integrates exercise tracking, allowing users to balance calorie intake against physical activity levels. - Maintains a large user base, which provides significant data for refining AI recognition accuracy. - **[Calorie Calculator & Food Log](https://marlvel.ai/apps/calorie-calculator-food-log)** by Riafy Technologies Pvt. Ltd.: This peer offers a straightforward, no-nonsense approach to calorie tracking for users who find AI-heavy apps too complex. - Emphasizes a straightforward, manual food logging experience that avoids the potential errors of AI scanning. - Includes a smart goal-setting dashboard that simplifies the path to achieving specific weight loss targets. - **[AI Calories: Scanner & Counter](https://marlvel.ai/apps/dev-bitlic-ai-meal-calorie-counter)** by Bitlica: This app provides a similar AI-powered scanning experience with a specific focus on multi-dish recognition and portion control. - Supports multi-dish recognition, allowing users to scan complex meals with multiple components simultaneously. - Features granular portion adjustment tools to ensure higher accuracy in calorie and macro calculations. - **[Calorie Counter: TrackAI](https://marlvel.ai/apps/com-yashchuk-trackai)** by OLEKSANDR YASHCHUK: TrackAI operates in the same niche, utilizing AI photo analysis to provide personalized health insights and gamified rewards. - Implements an achievement rewards system to gamify the tracking process and improve daily user retention. - Focuses on delivering personalized health insights derived from the AI-processed nutritional data. ### New Kids on the Block (What's Innovative) - **[YesPlay](https://marlvel.ai/apps/yesp-solimer1)** by INVICTA SPHERE: YesPlay is a new entrant in the sports and fitness category that includes calorie tracking as part of a broader activity library. - Features a minimalist interface that strips away complex AI features in favor of basic activity tracking. - **[Lumi: Period & Ovulation](https://marlvel.ai/apps/lumi-period-ovulation)** by Hemal Modi: Lumi enters the health space with a focus on privacy and Apple Intelligence, representing a shift toward local-only data processing. - Prioritizes user privacy by utilizing local-only data storage, addressing concerns about cloud-based data harvesting. ## App Momentum (Steady) {#momentum} - No notable signals last 3 months. ## The "So What?" (Strategic Takeaway) {#so-what} AI Calorie Counter - Tracker is a health & fitness app that is completely free. It holds a 4.43/5 rating from 23 reviews. > **Bottom Line:** Users report: AI Calorie Counter captures initial interest via automated photo logging, but the lack of a subscription-gated monetization path limits its ability to fund the feature parity required to challenge Calz, so the PM should prioritize a premium tier launch to unlock revenue for development. **Best for:** Individuals seeking to manage their nutrition, track caloric intake, and reach specific fitness goals through automated logging. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Ship a premium subscription tier because the current free-only model lacks monetization depth → unlock revenue for feature parity ### Feature Gaps vs Competitors - Intermittent fasting timer (available in Calz but missing here) ### Outlook: Mixed The nutrition-tracking market is consolidating around feature-rich ecosystems that combine AI scanning with structured health tools. AI Calorie Counter remains exposed due to its lack of monetization and stagnant release cadence, so the PM must pivot to a subscription-based model to fund the feature parity required to survive against high-cadence rivals. - 🔴 The lack of feature updates for over a year (398 days) signals a maintenance-mode posture, which allows competitors like Calz to erode the user base. - ⚪ The current free-only model fails to capture power-user revenue, which limits the capital available for necessary AI accuracy improvements. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.43/5 | | Total Reviews | 23 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **AI Calorie Counter - Tracker** (this app) | 4.43/5 | N/A | Apps Labs | | [Calorie Now](https://marlvel.ai/apps/com-blazingappstudio-calorie_now) | 4.6/5 | N/A | Blazing App Studio | | [AI Calories: Scanner & Counter](https://marlvel.ai/apps/dev-bitlic-ai-meal-calorie-counter) | 4.9/5 | N/A | Bitlica | | [YesPlay](https://marlvel.ai/apps/yesp-solimer1) | N/A/5 | N/A | INVICTA SPHERE | | [健康饮食助理：食物卡路里计算，饮食计划，BMI、BMR测量](https://marlvel.ai/apps/top-xbuild-calories) | 4.9/5 | N/A | Android Li | | [CalCam: AI Calorie Counter](https://marlvel.ai/apps/caloriecounter-food-macrotracker-calai) | 4.8/5 | N/A | EZ Health | ## Company Profile - **Developer:** Apps Labs ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ai-calorie-counter-tracker/id6505124849?uo=4) - **Sources:** App store metadata. ## Related Intel Reports - [*Calorie Now*](https://marlvel.ai/apps/com-blazingappstudio-calorie_now) (Blazing App Studio) · 4.6/5 Rating - [*AI Calories: Scanner & Counter*](https://marlvel.ai/apps/dev-bitlic-ai-meal-calorie-counter) (Bitlica) · 4.9/5 Rating - [*YesPlay*](https://marlvel.ai/apps/yesp-solimer1) (INVICTA SPHERE) · N/A Rating - [*健康饮食助理：食物卡路里计算，饮食计划，BMI、BMR测量*](https://marlvel.ai/apps/top-xbuild-calories) (Android Li) · 4.9/5 Rating - [*CalCam: AI Calorie Counter*](https://marlvel.ai/apps/caloriecounter-food-macrotracker-calai) (EZ Health) · 4.8/5 Rating - [*Calorie Counter: TrackAI*](https://marlvel.ai/apps/com-yashchuk-trackai) (OLEKSANDR YASHCHUK) · 5.0/5 Rating - [*Calz: Calorie Counter AI*](https://marlvel.ai/apps/calz-calorie-counter-ai-1) (Wachanga) · 4.7/5 Rating - [*Calorie Calculator & Food Log*](https://marlvel.ai/apps/calorie-calculator-food-log) (Riafy Technologies Pvt. Ltd.) · 5.0/5 Rating - [*Ai Food Scanner - Snap Calorie*](https://marlvel.ai/apps/ai-food-scanner-snap-calorie) (Chintan Patel) · 4.8/5 Rating - [*WeightBuddy: Calorie Tracker*](https://marlvel.ai/apps/weightbuddy-calorie-tracker) (Joyride GmbH) · 4.9/5 Rating ## 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:** 0.05/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 10 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ai-calorie-counter-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.