--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Calorie AI - AI food tracker" developer_entity: "Trinh Mai Luong" bundle_id: "com.titan.tt31.calories.counter" app_store_id: "6738670647" category: "Utilities" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-04-02" report_date: "2026-08-27" last_verified: "2026-08-27T00:00:00.000Z" report_version: "1.4" total_reviews: 0 sentiment: "Upset" sentiment_score: 10 confidence: "medium" confidence_score: 0.55 top_complaint_theme: "Inaccurate biometric and physical data processing causes the app to miscalculate user health metrics significantly" review_sample_size: 1 total_review_count: 1 analyzed_review_count: 1 data_age_days: 34 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["utilities", "free", "upset sentiment", "mobile app", "app review", "app analysis", "individuals", "seeking", "monitor"] canonical_url: "https://marlvel.ai/apps/calorie-ai-ai-food-tracker" license: "CC-BY-NC 4.0" content_version: "v2" --- # Calorie AI - AI food tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Utilities · Free - **Signal**: Sentiment Upset - **Recent focus**: Inaccurate biometric and physical data processing causes the app to miscalculate user health metrics significantly (top complaint) > **TL;DR:** Calorie AI - AI food tracker is a utilities app by Trinh Mai Luong, with Upset user sentiment (10/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Calorie AI - AI food tracker is a utilities app by Trinh Mai Luong. ## Quick Facts | Fact | Value | | :--- | :--- | | **User Mood** | Upset | | **Category** | Utilities | | **Developer** | Trinh Mai Luong | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Medium (0.55/1.0) | | **Data Age** | 34d | ## Metadata & Market Performance - **Publisher:** Trinh Mai Luong - **Category:** Utilities - **Target Audience:** Individuals seeking a tool to monitor nutritional intake and physical activity for weight management or fitness goals. - **Platforms:** iOS - **Version Reviewed:** 1.4 - **Report Date:** 2026-08-27 - **Signal Count:** 1 review analyzed - **Confidence:** Medium (0.55/1.0) - **App Store ID (iOS):** 6738670647 - **Bundle ID:** com.titan.tt31.calories.counter - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-27 ## Executive Snapshot **What it is:** Calorie AI - AI food tracker is a nutrition logging utility for iOS that uses optical character recognition and barcode scanning to track daily caloric intake. **Why users hire it:** It removes the manual friction of meal logging, though current database gaps and calculation errors prevent it from serving as a reliable health tool. ## App DNA (Features & Intent) - **[Differentiator] Calorie Tracker by Scan:** Optical character recognition to identify food items and retrieve nutritional data, reducing logging friction. * *User Intent:* Users want visibility into their own performance and progress. - **[Standard] Barcode Scanner:** Camera-based barcode lookup for instant nutritional information retrieval. - **[Standard] Progress Visualization:** Charts displaying historical calorie trends and weight changes. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} Calorie AI - AI food tracker occupies the free utility segment of the nutrition-tracking space, but its lack of recent feature updates and reported data inaccuracies limit its competitive standing. ## Monetization Strategy - **Model:** Free - **Tiers:** Free - **Analysis:** The app is currently listed as free with no explicit subscription or IAP tiers mentioned in the store metadata. ## 🔴 User Sentiment (Medium Confidence: 1 of 1 review analyzed) {#user-sentiment} - **Overall Sentiment:** Upset ### Top Complaints (Impact Areas) - **Inaccurate biometric and physical data processing causes the app to miscalculate user health metrics significantly** ## SWOT Analysis {#swot} **Core Strengths:** - OCR-based logging reduces manual entry friction **Growth Levers:** - Expand food database with common staples ## What's New - **Latest (v1.4, 4 months ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Maintenance) {#momentum} - Ships only minor maintenance updates. - Four months without feature expansion. > **Cadence:** 1 total versions · 0 majors in last 6 months · 147 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Calorie AI - AI food tracker is an utilities app that is completely free. > **Bottom Line:** Calorie AI - AI food tracker must address the biometric calculation errors and database gaps to establish baseline utility. Fixing these core functional failures would stabilize the user experience before any monetization experiments are attempted. **Best for:** Individuals seeking a tool to monitor nutritional intake and physical activity for weight management or fitness goals. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit biometric calculation logic because users report unrealistic height and weight adjustments → improve data accuracy ### Outlook: Declining The nutrition-tracking category is consolidating around apps with verified, comprehensive food databases and high-frequency update cadences. Calorie AI - AI food tracker remains in a maintenance state, which leaves it exposed to competitors that offer more reliable health metrics and broader food coverage. - 🔴 The four-month maintenance gap indicates stalled development, which prevents the app from addressing critical database and calculation errors. - 🔴 Reported biometric calculation errors erode user trust, which compounds the churn risk already present due to the insufficient food library. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Sentiment | Upset (10/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Calorie AI - AI food tracker** (this app) | N/A/5 | Upset | Trinh Mai Luong | | [Sota Connect: Secure Network](https://marlvel.ai/apps/fi-catconnect-sota) | 4.9/5 | N/A | Cat Connect | | [V2Box - V2ray Client](https://marlvel.ai/apps/v2box-v2ray-client) | 4.6/5 | n/a | techlaim | | [avoVPN Desktop](https://marlvel.ai/apps/avovpn-desktop) | N/A/5 | N/A | Avocado VPN Technologies | | [Free VPN by Free VPN .org™](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) | 4.5/5 | Mixed | Free VPN LLC | | [Fusvob VPN : Super VPN 2026](https://marlvel.ai/apps/com-toplinkc-foxexcellent) | 4.5/5 | Mixed | Fuxin Technology | ## Company Profile - **Developer:** Trinh Mai Luong - **Website:** [https://titanstudio.netlify.app/](https://titanstudio.netlify.app/) - **Social:** [Facebook](https://www.facebook.com/privacy/center) · [X/Twitter](https://twitter.com/en) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/calorie-ai-ai-food-tracker/id6738670647?uo=4) - **Dev Site:** [Official Website](https://titanstudio.netlify.app/) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*Sota Connect: Secure Network*](https://marlvel.ai/apps/fi-catconnect-sota) (Cat Connect) · 4.9/5 Rating - [*V2Box - V2ray Client*](https://marlvel.ai/apps/v2box-v2ray-client) (techlaim) · 4.6/5 Rating - [*avoVPN Desktop*](https://marlvel.ai/apps/avovpn-desktop) (Avocado VPN Technologies) · N/A Rating - [*Free VPN by Free VPN .org™*](https://marlvel.ai/apps/free-vpn-by-free-vpn-org) (Free VPN LLC) · 4.5/5 Rating - [*Fusvob VPN : Super VPN 2026*](https://marlvel.ai/apps/com-toplinkc-foxexcellent) (Fuxin Technology) · 4.5/5 Rating - [*Potatso*](https://marlvel.ai/apps/potatso) (Potatso Lab LTD) · 4.4/5 Rating - [*Quantumult X*](https://marlvel.ai/apps/quantumult-x) (Cross Utility Ltd) · 3.8/5 Rating - [*카톡 분석 - 오픈채팅, 카톡 채팅 분석, 통계, 검색*](https://marlvel.ai/apps/com-liger-katalkanalysispaid) (Park Sung Cheol) · N/A Rating - [*로또 황금번호 생성기*](https://marlvel.ai/apps/lotto-lottogold) (jaehwan lee) · N/A Rating - [*도사폰 (만세력 역학도구)*](https://marlvel.ai/apps/app--656) (Softchaser Company Limited) · 5.0/5 Rating ## Frequently Asked Questions {#faq} ### Is Calorie AI - AI food tracker accurate for weight management? Users report significant inaccuracies in biometric data processing, such as unrealistic height and weight adjustments, which may impact the reliability of health metrics. ### Does the app include common food items like eggs or chicken? Reviewers note that the food database is currently insufficient and lacks common staples, which limits the app's utility for daily nutrition tracking. ### Is there a paid version of Calorie AI - AI food tracker? The app is currently listed as free with no explicit subscription or in-app purchase tiers mentioned in the store metadata. ## 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:** 0.55/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 1 - **Data Sources:** user reviews, developer website, company about page, 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:** 34 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/calorie-ai-ai-food-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.