--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Calorie Counter AI: CalTrack" developer_entity: "KENANTECH" bundle_id: "com.kenantech.calorietracker" app_store_id: "6743803676" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-09-05" report_date: "2026-09-14" last_verified: "2026-09-14T00:00:00.000Z" report_version: "1.37.1" total_reviews: 891 overall_rating: 4.3 sentiment: "Excited" sentiment_score: 75 confidence: "medium" confidence_score: 0.5 top_praise_theme: "Artificial intelligence integration provides a helpful and efficient tool for daily meal tracking routines" top_complaint_theme: "Tracking functionality fails to record data, rendering the application ineffective for its primary purpose" review_sample_size: 7 total_review_count: 7 analyzed_review_count: 7 data_age_days: 17 momentum_velocity: "steady" intelligence_version: 2 tags: ["health & fitness", "freemium", "excited sentiment", "mobile app", "app review", "app analysis", "individuals", "seeking", "weight"] canonical_url: "https://marlvel.ai/apps/calorie-counter-ai-caltrack" 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 AI: CalTrack Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 4.27 · Sentiment Excited - **Recent focus**: Tracking functionality fails to record data, rendering the application ineffective for its primary purpose (top complaint) · Artificial intelligence integration provides a helpful and efficient tool for daily meal tracking routines (top praise) > **TL;DR:** Calorie Counter AI: CalTrack is a health & fitness app by KENANTECH, rated 4.27/5 by 891 users, with Excited user sentiment (75/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Calorie Counter AI: CalTrack maintains Excited user sentiment (4.27/5 from 891 reviews), with users consistently praising artificial intelligence integration provides a helpful and efficient tool for daily meal tracking routines. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.27/5 (891 reviews) | | **User Mood** | Excited | | **Category** | Health & Fitness | | **Developer** | KENANTECH | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 17d | ## Metadata & Market Performance - **Publisher:** KENANTECH - **Category:** Health & Fitness - **Target Audience:** Individuals seeking weight management who prefer automated logging over manual database entry. - **Platforms:** iOS & Android - **Version Reviewed:** 1.38.0 - **Report Date:** 2026-09-14 - **Signal Count:** 7 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 6743803676 - **Bundle ID:** com.kenantech.calorietracker - **Google Play ID:** com.kenantech.calorietracker - **Data Window:** Analysis based on signals collected up to 2026-09-14 - **Short Description:** AI-powered calorie tracker ## Executive Snapshot **What it is:** Calorie Counter AI: CalTrack is a health-tracking app for iOS and Android that uses computer vision to estimate calories and macros from meal photos. **Why users hire it:** It removes the time-intensive friction of manual food database searching, which is the primary reason users abandon traditional calorie trackers. ## App DNA (Features & Intent) - **[Differentiator] AI Photo Meal Analysis:** Computer vision identifies food items and estimates portion sizes from camera input. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Barcode Scanner:** Retrieves nutritional data for packaged goods via camera-based barcode recognition. - **[Standard] Health Platform Sync:** Integrates with Apple Health and Google Fit to import step counts and calorie burn data. * *User Intent:* Users expect seamless access across multiple devices. ## Market Position {#market-position} Calorie Counter AI: CalTrack currently holds the #67 Grossing position in the US Health & Fitness category. The reliance on a subscription-gated AI feature creates a high-conversion, high-friction model compared to ad-supported manual trackers. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with manual logging, Subscription tier for photo meal analysis - **Analysis:** The primary value proposition, AI photo analysis, is gated behind a subscription, forcing a hard choice for users at the point of entry. ## 🟢 User Sentiment (Medium Confidence: 7 of 7 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.27/5 - **Platform Split:** iOS 4.7/5 (167 ratings) | Android 4.2/5 (724 ratings) - **Overall Sentiment:** Excited ### Top Praises - **Artificial intelligence integration provides a helpful and efficient tool for daily meal tracking routines** ### Top Complaints (Impact Areas) - **Tracking functionality fails to record data, rendering the application ineffective for its primary purpose** ## SWOT Analysis {#swot} **Core Strengths:** - Computer vision-based logging reduces cognitive load - Health platform sync increases user switching costs **Growth Levers:** - Localized food databases for non-Western diets ## What's New - **Latest (v1.38.0, 1 weeks ago):** Optimized photo analysis speed and improved the initial onboarding flow. ## App Momentum (Steady) {#momentum} - Shipped 3 updates in last month. - Optimized photo analysis speed. - Refined first-run onboarding experience. > **Cadence:** 3 total versions · 1 majors in last 6 months · 9 days since last update · 12 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Calorie Counter AI: CalTrack is a market-leading health & fitness app that is free with in-app purchases. With a 4.27/5 rating from 891 reviews, it delivers strong user satisfaction. > **Bottom Line:** Stabilizing the core tracking engine is the priority, as the current failure rate directly undermines the app's primary value proposition. If the team resolves these reliability issues, the AI-first logging workflow provides a defensible position against manual-entry incumbents. **Best for:** Individuals seeking weight management who prefer automated logging over manual database entry. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Audit tracking logic because user reports flag core data-recording failures → restore baseline functionality ### Outlook: Mixed The health-tracking market is shifting toward automated, low-friction logging, placing Calorie Counter AI: CalTrack in a strong position if it can solve its current reliability issues. The current 12-day update cadence suggests the team is responsive, but the persistence of tracking failures in the latest release threatens to alienate the core user base before the next major update. - 🔴 Critical tracking failures reported by users erode the primary value proposition, which compounds the churn risk for the current user base. - 🟢 The steady 12-day update cadence demonstrates active feature investment rather than maintenance mode, providing a path to resolve current reliability issues. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.27/5 | | Total Reviews | 891 | | Sentiment | Excited (75/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Calorie Counter AI: CalTrack** (this app) | 4.27/5 | Excited | KENANTECH | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | n/a | Grow Labs LLC | | [Mind - Méditations guidées](https://marlvel.ai/apps/mind-m-ditations-guid-es) | 4.6/5 | Excited | MIND AND CIE | | [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 | | [TallerTeen - Grow Taller Now](https://marlvel.ai/apps/tallerteen-grow-taller-now) | 4.7/5 | n/a | Viral App Developement LLC | ## Company Profile - **Developer:** KENANTECH - **Website:** [https://www.kenantech.com/](https://www.kenantech.com/) - **Social:** [LinkedIn](https://www.linkedin.com/in/ali-kenan) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/calorie-counter-ai-caltrack/id6743803676?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.kenantech.calorietracker) - **Dev Site:** [Official Website](https://www.kenantech.com/) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.6/5 Rating - [*Mind - Méditations guidées*](https://marlvel.ai/apps/mind-m-ditations-guid-es) (MIND AND CIE) · 4.6/5 Rating | Positive Sentiment - [*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 - [*Holoholo: Daily Memories*](https://marlvel.ai/apps/holoholo-daily-memories) (For Pedestrians LLC.) · 4.4/5 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:** 0.5/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 7 - **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:** 17 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/calorie-counter-ai-caltrack) Data licensed for AI Agent attribution under CC-BY-NC 4.0.