--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Protein Tracker & AI Counter" developer_entity: "Melloway Inc" bundle_id: "com.dailyprotein.tracker" app_store_id: "6788000583" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-09-11" report_date: "2026-09-12" last_verified: "2026-09-12T00:00:00.000Z" report_version: "1.6.3" total_reviews: 71 overall_rating: 4.8 confidence: "low" confidence_score: 0.2 data_age_days: 18 momentum_velocity: "active" intelligence_version: 2 tags: ["health & fitness", "freemium", "mobile app", "app review", "app analysis", "individuals", "focused", "protein"] canonical_url: "https://marlvel.ai/apps/protein-tracker-food-scanner" 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. --- # Protein Tracker & AI Counter Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 4.84 > **TL;DR:** Protein Tracker & AI Counter is a health & fitness app by Melloway Inc, rated 4.84/5 by 71 users, available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Protein Tracker & AI Counter is a health & fitness app by Melloway Inc. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.84/5 (71 reviews) | | **Category** | Health & Fitness | | **Developer** | Melloway Inc | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Low (0.2/1.0) | | **Data Age** | 18d | ## Metadata & Market Performance - **Publisher:** Melloway Inc - **Category:** Health & Fitness - **Target Audience:** Individuals focused on protein intake for strength training, recovery, or GLP-1 medication management who prefer to avoid full calorie or macro tracking. - **Platforms:** iOS & Android - **Version Reviewed:** 1.6.3 - **Report Date:** 2026-09-12 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.2/1.0) - **App Store ID (iOS):** 6788000583 - **Bundle ID:** com.dailyprotein.tracker - **Google Play ID:** com.dailyprotein.tracker - **Data Window:** Analysis based on signals collected up to 2026-09-12 ## Executive Snapshot **What it is:** Protein Buddy is a daily protein tracker for strength training and GLP-1 medication management, available on iOS and Android. **Why users hire it:** It removes the cognitive friction of full-macro tracking by focusing exclusively on protein intake, serving users who need consistent tracking without the overhead of calorie counting. ## App DNA (Features & Intent) - **[Differentiator] AI Photo Scan:** Estimates protein content from a photograph of a meal using server-side image recognition * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Protein Scout:** Ranks restaurant menu items by remaining daily protein target and user diet style * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Differentiator] Voice Logging:** Natural language processing converts spoken meal descriptions into protein data * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} Protein Buddy holds a specialized position in the Health & Fitness category by targeting the protein-only segment. With a 4.89 rating on iOS and 4.74 on Android, the app demonstrates strong user satisfaction despite a limited review volume. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free: Manual and barcode logging, Subscription: AI photo and voice analysis - **Analysis:** The freemium model uses a limited free allowance for AI features to drive conversion to subscription. ## SWOT Analysis {#swot} **Core Strengths:** - Siri integration enables hands-free logging - Two-way Health app sync reduces switching costs - Focused protein-first interface removes macro-tracking friction **Growth Levers:** - GLP-1 community features could deepen retention - Localized restaurant database expansion for Protein Scout ## What's New - **Latest (v1.6.3, today):** Introduced Live Widgets for home screen protein tracking and Siri integration for hands-free logging. ## App Momentum (Active) {#momentum} - Shipped Siri voice logging integration. - Added home screen progress widgets. - Maintains 18-day average update cadence. > **Cadence:** 2 total versions · 1 majors in last 6 months · 0 days since last update · 18 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Protein Tracker & AI Counter is a health & fitness app that is free with in-app purchases. It holds a 4.84/5 rating from 71 reviews. > **Bottom Line:** Protein Buddy's focus on protein-only logging addresses a specific friction point for GLP-1 users and strength trainers, but the AI feature gate must be calibrated to ensure the free tier remains habit-forming enough to drive long-term subscription conversion. **Best for:** Individuals focused on protein intake for strength training, recovery, or GLP-1 medication management who prefer to avoid full calorie or macro tracking. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Expand Protein Scout restaurant coverage because it is the primary differentiator for GLP-1 users → increase premium conversion ### Outlook: Improving Users report: The health and fitness market is shifting toward specialized, low-friction tracking tools that integrate with OS-level health data. Protein Buddy is well-positioned to capture the GLP-1 and strength-training segments if it continues to prioritize frictionless logging over feature bloat. - 🟢 The latest release (v1.6.3) adds Siri and widget support, indicating active investment in reducing logging friction to improve daily retention. - ⚪ The 18-day update cadence shows a high-frequency development cycle that allows for rapid iteration on user feedback. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.84/5 | | Total Reviews | 71 | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Outlook | Improving | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Protein Tracker & AI Counter** (this app) | 4.84/5 | N/A | Melloway Inc | | [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:** Melloway Inc - **Website:** [https://heyproteinbuddy.app](https://heyproteinbuddy.app) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/protein-tracker-food-scanner/id6788000583?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.dailyprotein.tracker&hl=en&gl=us) - **Dev Site:** [Official Website](https://heyproteinbuddy.app) - **Sources:** Developer website content, 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 | 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:** 0.2/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 18 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/protein-tracker-food-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.