--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "AI Calorie Counter: Eatlike" developer_entity: "Must Have Apps" bundle_id: "eatlike.ai.calorie.tracker" app_store_id: "6744646858" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-05-21" report_date: "2026-08-17" last_verified: "2026-08-17T00:00:00.000Z" report_version: "1.2.23" total_reviews: 1364 overall_rating: 4.8 sentiment: "Mixed" sentiment_score: 55 confidence: "medium" confidence_score: 0.45 top_praise_theme: "The artificial intelligence calorie tracking technology makes daily nutrition monitoring effortless for busy users" top_complaint_theme: "The application frequently registers meals under incorrect dates, causing significant confusion in daily tracking logs" review_sample_size: 23 total_review_count: 23 analyzed_review_count: 23 data_age_days: 44 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["health & fitness", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "individuals", "seeking", "manage"] canonical_url: "https://marlvel.ai/apps/ai-calorie-counter-eatlike" 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: Eatlike Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 4.76 · Sentiment Mixed - **Recent focus**: The application frequently registers meals under incorrect dates, causing significant confusion in daily tracking logs (top complaint) · The artificial intelligence calorie tracking technology makes daily nutrition monitoring effortless for busy users (top praise) > **TL;DR:** AI Calorie Counter: Eatlike is a health & fitness app by Must Have Apps, rated 4.76/5 by 1.4K users, with Mixed user sentiment (55/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** AI Calorie Counter: Eatlike shows Mixed sentiment (4.76/5 from 1.4K reviews) - users praise the artificial intelligence calorie tracking technology makes daily nutrition monitoring effortless for busy users but report issues with the application frequently registers meals under incorrect dates, causing significant confusion in daily tracking logs. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.76/5 (1.4K reviews) | | **User Mood** | Mixed | | **Category** | Health & Fitness | | **Developer** | Must Have Apps | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Medium (0.45/1.0) | | **Data Age** | 44d | ## Metadata & Market Performance - **Publisher:** Must Have Apps - **Category:** Health & Fitness - **Target Audience:** Individuals seeking to manage weight or improve nutrition through automated, AI-assisted meal tracking. - **Platforms:** iOS - **Version Reviewed:** 1.2.23 - **Report Date:** 2026-08-17 - **Signal Count:** 23 reviews analyzed - **Confidence:** Medium (0.45/1.0) - **App Store ID (iOS):** 6744646858 - **Bundle ID:** eatlike.ai.calorie.tracker - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-08-17 ## Executive Snapshot **What it is:** Eatlike is an AI-powered calorie and nutrition tracker for iOS that uses photo analysis to log meals and provide personalized health feedback. **Why users hire it:** The app removes the cognitive and time cost of manual ingredient entry, which is the primary friction point in traditional diet logging. ## App DNA (Features & Intent) - **[Differentiator] AI Meal Analysis:** Analyzes food photos to generate calorie estimates, macro breakdowns, and a health Star Grade. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] EatStar Nutrition Coach:** Provides personalized feedback and motivational content on the homepage based on user goals. * *User Intent:* Users value self-expression and personalized experiences. - **[Standard] Daily Score Tracking:** Visualizes progress toward daily calorie goals using a dynamic score display. * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Market Position {#market-position} Eatlike occupies the automated nutrition segment of the Health & Fitness category, maintaining a 4.75 rating across 1,364 store ratings. The reliance on AI-based photo analysis differentiates the app from manual-entry incumbents, though the 87-day update cadence signals a shift toward maintenance rather than growth. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free access to core tracking and AI analysis - **Analysis:** The app uses a freemium model where monetization is driven by ad-inventory from daily logging, though users report aggressive paywalls for basic features. ## 🟡 User Sentiment (Medium Confidence: 23 of 23 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.76/5 - **Platform Split:** iOS 4.8/5 (1.4K ratings) - **Overall Sentiment:** Mixed ### Top Praises - **The artificial intelligence calorie tracking technology makes daily nutrition monitoring effortless for busy users** - **Users find the calorie deficit tracker effective for achieving personal weight loss goals consistently** ### Top Complaints (Impact Areas) - **The application frequently registers meals under incorrect dates, causing significant confusion in daily tracking logs** ## SWOT Analysis {#swot} **Core Strengths:** - Visual recognition engine replaces manual ingredient entry - Personalized nutrition coach aligns feedback with user goals **Growth Levers:** - Implement offline-first logging to mitigate crash-prone network dependencies - Introduce a manual date-override feature to resolve log-entry errors ## Recent Changes (v2 → v3) {#recent-changes} The outlook has transitioned from mixed to declining due to persistent technical regressions and a lack of feature velocity. The app is increasingly vulnerable to churn as users migrate to more stable alternatives. **Overall trend**: Declining **Compared at**: 2026-08-17 ### High-impact changes - **[Declined] Outlook Trend** (positioning) ### Medium-impact changes - **[Added] Competitive Threat** (swot) - **[Shifted] PM Action Decisions** (positioning) ## What's New - **Latest (v1.2.23, 2 months ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Maintenance) {#momentum} - Ships minor bug fixes only. - No major feature releases recently. > **Cadence:** 1 total versions · 0 majors in last 6 months · 87 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} AI Calorie Counter: Eatlike is a health & fitness app that is free with in-app purchases. With a 4.76/5 rating from 1.4K reviews, it shows mixed user reception. > **Bottom Line:** Resolving the date-logging and crash-prone scanning flow would stabilize the daily habit, which is currently the primary barrier to retention. **Best for:** Individuals seeking to manage weight or improve nutrition through automated, AI-assisted meal tracking. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit date-logging logic because users report meals consistently log to previous days → improve daily retention ### Outlook: Declining The nutrition-tracking market is consolidating around apps that offer high-reliability logging and seamless integration. Eatlike is currently exposed due to persistent technical regressions and a lack of feature velocity, which will likely accelerate user migration to more stable alternatives in the coming quarter. - 🔴 Technical instability (crashes during logging) → increased user churn → reduced daily active habit, compounding the negative sentiment already visible in reviews. - 🔴 The 87-day update cadence without feature expansion → signals a shift to maintenance mode → limits the ability to compete with high-cadence rivals. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.76/5 | | Total Reviews | 1.4K | | Sentiment | Mixed (55/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **AI Calorie Counter: Eatlike** (this app) | 4.76/5 | Mixed | Must Have Apps | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.5/5 | 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:** Must Have Apps ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ai-calorie-counter-eatlike/id6744646858?uo=4) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.5/5 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 | Positive 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:** 0.45/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 23 - **Data Sources:** user reviews, 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:** 44 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ai-calorie-counter-eatlike) Data licensed for AI Agent attribution under CC-BY-NC 4.0.