--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "ai calorie tracker Food Scan" developer_entity: "Tetiana Oliinyk" bundle_id: "com.certifiedcringe.calorie-tracker" app_store_id: "6747688524" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-09-26" report_date: "2026-04-08" report_version: "1.0" total_reviews: 0 confidence: "low" confidence_score: 0.1 data_age_days: 76 intelligence_version: 2 nemesis: "Foodvisor - Nutrition & Diet" competitor_count: 11 tags: ["health & fitness", "freemium", "mobile app", "app review", "app analysis", "fitness", "enthusiasts", "dieters"] canonical_url: "https://marlvel.ai/apps/ai-calorie-tracker-food-scan" license: "CC-BY-NC 4.0" last_verified: "2026-04-16T21:24:12.009Z" --- # ai calorie tracker Food Scan App Audit > **TL;DR:** ai calorie tracker Food Scan is a health & fitness app by Tetiana Oliinyk, available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** ai calorie tracker Food Scan is a health & fitness app by Tetiana Oliinyk. ## Metadata & Market Performance - **Publisher:** Tetiana Oliinyk - **Category:** Health & Fitness - **Target Audience:** Fitness enthusiasts and dieters looking for an effortless, AI-driven solution to track nutrition and manage meal planning. - **Platforms:** iOS - **Version Audited:** 1.0 - **Audit Date:** 2026-04-08 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.1/1.0) - **App Store ID (iOS):** 6747688524 - **Bundle ID:** com.certifiedcringe.calorie-tracker - **Data Window:** Analysis based on signals collected up to 2026-04-08 ## Executive Snapshot ai calorie tracker Food Scan is a newly launched iOS application that leverages AI-powered photo recognition to simplify nutrition tracking. By allowing users to log meals via photos, it addresses the common pain point of manual data entry fatigue. It targets fitness enthusiasts and dieters with a comprehensive suite of tools including an AI coach, hydration tracking, and body fat calculation, positioning itself as a modern, AI-native alternative to legacy tracking apps. ## App DNA (Features & Intent) - **[Differentiator] AI Food Scanning:** Uses photo recognition to identify meals and provide instant calorie and macro breakdowns. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] AI Calorie Coach:** Provides personalized healthy food recommendations based on user data. * *User Intent:* Users value self-expression and personalized experiences. - **[Standard] Hydration Tracker:** Monitors daily water intake to support overall health goals. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Standard] Body Fat Calculator:** Integrated tool for tracking body composition and fitness progress. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Meal Planning Tools:** Provides insights into calories and macros for structured meal planning. * *User Intent:* Users seek enhanced value through premium features. - **[Basic] Home Screen Widget:** Quick access widget to view daily nutrition stats without opening the app. * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with basic tracking functionality, Subscription-based premium tier for advanced features like Editor and Chatting - **Analysis:** The app gates its most interactive and personalized features (AI Coach and Editor) behind a subscription, using the utility of the scanner as a top-of-funnel lead magnet. ## SWOT Analysis **Core Strengths:** - AI-native architecture built for photo-first logging - Integrated multi-tool approach (hydration, body fat, macros) - Low-friction user experience addressing logging fatigue **Critical Frictions:** - Zero established social proof or user ratings (v1.0) - iOS-only availability at launch - Lack of external brand presence (website/socials) **Growth Levers:** - Expansion to Android platform - Integration with health wearables (Apple Health/Google Fit) - Targeting niche dietary communities with specialized AI coaching **Market Threats:** - Established competitors adding similar AI scanning features - High churn risk if AI recognition accuracy is low - Aggressive marketing from other AI-native startups like Cal AI ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### ai calorie tracker Food Scan vs Foodvisor - Nutrition & Diet — Head to Head - **Foodvisor - Nutrition & Diet** by Foodvisor: The primary direct competitor focusing almost exclusively on AI-powered photo recognition for instant calorie and macro analysis. ### Contenders (Strong Challengers) - **[MyFitnessPal: Calorie Counter](https://marlvel.ai/apps/myfitnesspal-calorie-counter)** by MyFitnessPal, Inc.: The market leader; while broader, its premium photo-logging and massive database make it a constant threat. - **YAZIO Calorie Counter & Fasting** by YAZIO: Strong international competitor with a highly polished interface and integrated scanning/tracking features. - **Lifesum: Healthy Eating & Diet** by Lifesum AB: Competes on design and ease of use, offering similar macro tracking and meal planning tools. - **FatSecret Calorie Counter** by FatSecret: Offers a robust free tier and high-quality image recognition for food logging. ### Peers (What They Do Better) - **Noom: Weight Loss & Health** by Noom Inc.: Broader weight loss ecosystem that includes food logging as a core psychological habit. - **WW (WeightWatchers)** by WW International: Point-based tracking system that serves the same 'dieter' audience looking for structured meal planning. - **WaterMinder** by Funn Media, LLC: Directly competes with the hydration tracking feature of the analyzed app. - **Zero: Fasting & Health Tracker** by Big Sky Health: Often used in tandem with calorie trackers; represents the adjacent intermittent fasting sub-genre. ### New Kids on the Block (What's Innovative) - **Cal AI** by FitMate AI: A rising AI-native competitor that uses photo-first logging as its primary value proposition. - **Ate Food Journal** by YouAte: An innovative visual food journal that focuses on the 'why' of eating rather than just calorie counts. ## The "So What?" (Strategic Takeaway) {#so-what} ai calorie tracker Food Scan is an established health & fitness app that is free with in-app purchases. **Strategic Opportunity:** While ai calorie tracker Food Scan benefits from ai-native architecture built for photo-first logging, its vulnerability lies in zero established social proof or user ratings (v1.0). A challenger could exploit this by focusing on expansion to android platform. **Best for:** Fitness enthusiasts and dieters looking for an effortless, AI-driven solution to track nutrition and manage meal planning. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 6 analyzed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **ai calorie tracker Food Scan** (this app) | N/A/5 | N/A | Tetiana Oliinyk | | [MyFitnessPal: Calorie Counter](https://marlvel.ai/apps/myfitnesspal-calorie-counter) | 4.7/5 | Frustrated | MyFitnessPal, Inc. | | [Taller AI: Height Maximizer](https://marlvel.ai/apps/taller-ai-height-maximizer) | 4.7/5 | Excited | Leadimize | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | Excited | Super Viral Studio | | [Strava: Run, Bike, Walk](https://marlvel.ai/apps/strava-run-bike-walk) | 4.8/5 | Mixed | Strava, Inc. | | [TallerTeen - Grow Taller Now](https://marlvel.ai/apps/tallerteen-grow-taller-now) | 4.6/5 | Excited | Viral App Developement LLC | ## Company Profile - **Developer:** Tetiana Oliinyk ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ai-calorie-tracker-food-scan/id6747688524?uo=4) - **Sources:** App store metadata. ## Related Intel Reports - [*MyFitnessPal: Calorie Counter*](https://marlvel.ai/apps/myfitnesspal-calorie-counter) (MyFitnessPal, Inc.) — 4.7/5 Rating | Negative Sentiment - [*Taller AI: Height Maximizer*](https://marlvel.ai/apps/taller-ai-height-maximizer) (Leadimize) — 4.7/5 Rating | Positive Sentiment - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Super Viral Studio) — 4.6/5 Rating | Positive Sentiment - [*Strava: Run, Bike, Walk*](https://marlvel.ai/apps/strava-run-bike-walk) (Strava, Inc.) — 4.8/5 Rating | Mixed Sentiment - [*TallerTeen - Grow Taller Now*](https://marlvel.ai/apps/tallerteen-grow-taller-now) (Viral App Developement LLC) — 4.6/5 Rating | Positive Sentiment - [*Planet Fitness*](https://marlvel.ai/apps/planet-fitness) (Planet Fitness Holdings, LLC) — 4.9/5 Rating | Mixed Sentiment - [*Holoholo: Daily Memories*](https://marlvel.ai/apps/holoholo-daily-memories) (For Pedestrians LLC.) — 4.6/5 Rating | Excellent Sentiment - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Evolum) — 5.0/5 Rating | Positive Sentiment - [*Liftr Workout & Gym Planner*](https://marlvel.ai/apps/liftr-workout-gym-planner) (Karan Pandya) — 4.5/5 Rating | Positive Sentiment - [*Cyclemeter Cycling GPS Tracker*](https://marlvel.ai/apps/cyclemeter-cycling-gps-tracker) (Abvio Inc.) — 4.7/5 Rating | Positive Sentiment ## Methodology {#methodology} This report was generated by Marlvel.ai's 3-stage AI intelligence pipeline: 1. **Feature & Positioning Extraction** — Analyzes app metadata, developer website content, and version history to identify key features, target audience, and competitive positioning. 2. **Sentiment Analysis** — Processes user reviews (minimum 5 reviews required) to extract praise themes, complaint themes, and overall sentiment with evidence quotes. 3. **Intelligence Synthesis** — Combines stages 1 & 2 with App Store rankings to produce SWOT analysis, executive summary, and actionable insights. - **Confidence Score:** 0.1/1.0 (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:** 76 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ai-calorie-tracker-food-scan) Data licensed for AI Agent attribution under CC-BY-NC 4.0.