--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Diet Tracker - MealGrade AI" developer_entity: "OrangeSomerApps" bundle_id: "com.mealgradeai.app" app_store_id: "6747011768" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-03-16" report_date: "2026-08-24" last_verified: "2026-08-24T00:00:00.000Z" report_version: "1.0.2" total_reviews: 1 overall_rating: 5 confidence: "low" confidence_score: 0.3 data_age_days: 38 momentum_velocity: "active" intelligence_version: 3 tags: ["health & fitness", "freemium", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "seeking"] canonical_url: "https://marlvel.ai/apps/diet-tracker-mealgrade-ai" 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. --- # Diet Tracker - MealGrade AI Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 5 > **TL;DR:** Diet Tracker - MealGrade AI is a health & fitness app by OrangeSomerApps, rated 5/5 by 1 users, available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Diet Tracker - MealGrade AI is a health & fitness app by OrangeSomerApps. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (1 review) | | **Category** | Health & Fitness | | **Developer** | OrangeSomerApps | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Low (0.3/1.0) | | **Data Age** | 38d | ## Metadata & Market Performance - **Publisher:** OrangeSomerApps - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals seeking automated nutrition tracking and personalized dietary coaching for specific goals. - **Platforms:** iOS & Android - **Version Reviewed:** 1.0.2 - **Report Date:** 2026-08-24 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.3/1.0) - **App Store ID (iOS):** 6747011768 - **Bundle ID:** com.mealgradeai.app - **Google Play ID:** com.mealgradeai.app - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-08-24 ## Executive Snapshot **What it is:** Diet Tracker - MealGrade AI is a nutrition-tracking app for iOS and Android that uses computer vision to score meals and provide personalized dietary coaching. **Why users hire it:** The app removes the time-intensive friction of manual food logging, allowing users to track complex health goals like GLP-1 support or muscle gain without barcode scanning. ## App DNA (Features & Intent) - **[Differentiator] AI Meal Scanning:** Computer vision identifies ingredients and portion sizes from photos to calculate nutritional data. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Personalized Health Scoring:** Proprietary algorithm generates a 0-100 score based on user-defined goals like muscle gain or GLP-1 support. * *User Intent:* Users value self-expression and personalized experiences. - **[Differentiator] Smart Swap Suggestions:** AI-driven food alternatives provided to improve meal health scores. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} Diet Tracker - MealGrade AI operates in the Health & Fitness category with a 5-star rating on iOS, though the total review count remains at 1. The lack of significant review volume suggests the app is in an early acquisition phase, yet to establish a competitive footprint against category incumbents. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free early access, $7.99/month, $3.99/month (yearly) - **Analysis:** The app utilizes a freemium model, currently offering free early access to all features with plans to gate advanced analytics and coaching behind subscription tiers. ## SWOT Analysis {#swot} **Core Strengths:** - AI-powered meal scanning removes manual logging friction - Goal-based scoring provides actionable health coaching **Growth Levers:** - Wearable integration could refine personalized health scores - Localized nutrition data could improve accuracy in diverse markets ## Recent Changes (v2 → v3) {#recent-changes} MealGrade AI transitioned to a freemium pricing model and elevated its core feature set to a differentiator status. The update marks a pivot toward premium health coaching, though the app remains constrained by a lack of user-validated social proof. **Overall trend**: Mixed **Compared at**: 2026-08-24 ### High-impact changes - **[Shifted] Freemium Model Adoption** (pricing) - **[Improved] Feature Repositioning** (features) ### Medium-impact changes - **[Shifted] Target Audience Narrowing** (audience) - **[Added] Formal SWOT Analysis** (swot) ## App Momentum (Active) {#momentum} - Ships 3 releases since June 2025. - Added protein, carb, and fat tracking. - Improved AI scan speed. > **Cadence:** 3 total versions · 0 majors in last 6 months · 48 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Diet Tracker - MealGrade AI is a health & fitness app that is free with in-app purchases. It holds a 5/5 rating from 1 review. > **Bottom Line:** Diet Tracker - MealGrade AI must prioritize building a verified user community to validate its AI-scoring accuracy, as the current lack of social proof is the primary barrier to competing with established calorie counters. **Best for:** Health-conscious individuals seeking automated nutrition tracking and personalized dietary coaching for specific goals. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Ship social proof features because the current lack of user reviews limits trust-building → increase new-user conversion ### Outlook: Mixed The automated nutrition-tracking market is consolidating around apps that offer both AI convenience and verified nutritional databases. Diet Tracker - MealGrade AI is currently exposed due to its lack of social proof, which will likely hinder its ability to convert users from established, database-backed incumbents. - ⚪ The release cadence remains active, but the lack of user-generated content or reviews suggests the app has not yet achieved market penetration. - 🔴 The absence of a significant user base prevents the network effects required to refine the AI-scoring algorithm against real-world dietary data. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 1 | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Diet Tracker - MealGrade AI** (this app) | 5/5 | N/A | OrangeSomerApps | | [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:** OrangeSomerApps - **Website:** [https://mealgrade.com](https://mealgrade.com) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/diet-tracker-mealgrade-ai/id6747011768?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.mealgradeai.app&hl=en&gl=us) - **Dev Site:** [Official Website](https://mealgrade.com) - **Sources:** Developer website content, About us / company information, App store metadata. ## 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 | 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:** 0.3/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 38 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/diet-tracker-mealgrade-ai) Data licensed for AI Agent attribution under CC-BY-NC 4.0.