--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Nommie - AI Calorie Tracker" developer_entity: "Kindly Robotics, Inc." bundle_id: "ai.nommie.app" app_store_id: "6760958090" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-08-28" report_date: "2026-09-02" last_verified: "2026-09-02T00:00:00.000Z" report_version: "1.5.2" total_reviews: 93 overall_rating: 4.7 sentiment: "Frustrated" sentiment_score: 25 confidence: "medium" confidence_score: 0.5 top_praise_theme: "Nutritional analysis and fasting tracking features provide value for health-conscious users seeking comprehensive data" top_complaint_theme: "UI layout issues on Android devices obscure navigation buttons and prevent access to core camera functions" review_sample_size: 5 total_review_count: 5 analyzed_review_count: 5 data_age_days: 62 momentum_velocity: "active" intelligence_version: 3 tags: ["health & fitness", "subscription", "frustrated sentiment", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "seeking"] canonical_url: "https://marlvel.ai/apps/nommie-ai-calorie-tracker" 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. --- # Nommie - AI Calorie Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Subscription - **Signal**: Rating 4.66 · Sentiment Frustrated - **Recent focus**: UI layout issues on Android devices obscure navigation buttons and prevent access to core camera functions (top complaint) · Nutritional analysis and fasting tracking features provide value for health-conscious users seeking comprehensive data (top praise) > **TL;DR:** Nommie - AI Calorie Tracker is a health & fitness app by Kindly Robotics, Inc., rated 4.66/5 by 93 users, with Frustrated user sentiment (25/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Nommie - AI Calorie Tracker faces Frustrated user sentiment (4.66/5 from 93 reviews), with users reporting ui layout issues on android devices obscure navigation buttons and prevent access to core camera functions as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.66/5 (93 reviews) | | **User Mood** | Frustrated | | **Category** | Health & Fitness | | **Developer** | Kindly Robotics, Inc. | | **Pricing** | Subscription | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 62d | ## Metadata & Market Performance - **Publisher:** Kindly Robotics, Inc. - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals seeking to simplify calorie and macro tracking through automation and gamification. - **Platforms:** iOS & Android - **Version Reviewed:** 1.5.2 - **Report Date:** 2026-09-02 - **Signal Count:** 5 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 6760958090 - **Bundle ID:** ai.nommie.app - **Google Play ID:** ai.nommie.app - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-09-02 ## Executive Snapshot **What it is:** Nommie is an AI-powered calorie and macro-nutrient tracker for iOS and Android that uses photo recognition to log meals. **Why users hire it:** It removes the time-cost of manual food entry, which is the primary friction point for users attempting to maintain a consistent diet log. ## App DNA (Features & Intent) - **[Differentiator] AI Meal Recognition:** Computer vision identifies food items and estimates nutritional content from photos. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Gamified Habit Tracking:** Virtual pet mascot evolves based on consistent logging streaks. * *User Intent:* Users want visibility into their own performance and progress. - **[Differentiator] AI Nutrition Chat:** Conversational interface provides personalized diet guidance. * *User Intent:* Users value self-expression and personalized experiences. ## Market Position {#market-position} Nommie competes in the health and fitness category by prioritizing AI automation over manual database entry. The current lack of Android ratings suggests the user base is heavily skewed toward iOS, creating a platform-parity risk that could limit total addressable market growth. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free tier with 5 daily AI scans, Pro Monthly at $9.99/month, Pro Annual at $29.99/year - **Analysis:** Freemium model anchored at $29.99/year, using a 75% discount on the annual plan to drive long-term retention. ## 🔴 User Sentiment (Medium Confidence: 5 of 5 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.66/5 - **Platform Split:** iOS 4.7/5 (93 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.66/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **Nutritional analysis and fasting tracking features provide value for health-conscious users seeking comprehensive data** - **AI-powered meal snapshot recognition helps users log food intake with minimal manual effort** ### Top Complaints (Impact Areas) - **UI layout issues on Android devices obscure navigation buttons and prevent access to core camera functions** ## SWOT Analysis {#swot} **Core Strengths:** - AI-driven photo recognition reduces manual logging friction - Gamified pet mascot creates a unique retention loop **Growth Levers:** - Localized food databases could capture underserved regional markets ## Recent Changes (v2 → v3) {#recent-changes} Nommie has shifted its competitive narrative to highlight the platform-parity risk between iOS and Android, while formalizing the role of its gamified mascot as a critical retention mechanism against AI detection inaccuracies. **Overall trend**: Stable **Compared at**: 2026-09-02 ### High-impact changes - **[Shifted] Platform-parity risk identification** (positioning) - **[Shifted] Competitive threat focus** (swot) ### Medium-impact changes - **[Improved] Retention mechanism framing** (positioning) ## What's New - **Latest (v1.5.2, 4 days ago):** Introduced daily salt intake tracking and a split-view nutrient dashboard. ## App Momentum (Active) {#momentum} - Ships bi-weekly updates. - Added salt tracking in latest release. - Resolved camera permission loops. > **Cadence:** 2 total versions · 1 majors in last 6 months · 4 days since last update · 7 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Nommie - AI Calorie Tracker is a health & fitness app. It holds a 4.66/5 rating from 93 reviews. > **Bottom Line:** Nommie must prioritize Android UI stability to prevent churn, as the current layout failures render the app unusable for a significant segment. Fixing the core logging flow will unlock the retention potential of the gamified mascot loop. **Best for:** Health-conscious individuals seeking to simplify calorie and macro tracking through automation and gamification. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Rebuild Android UI layout because navigation buttons obscure the camera button → restore core functionality ### Outlook: Mixed The health-tracking market is shifting toward automated, low-friction entry, and Nommie is well-positioned if it can stabilize its core AI recognition. Continued UI instability on Android will erode the user base before the team can scale the Pro subscription tier. - 🔴 Android UI layout issues prevent core camera access, which creates a high churn risk for the platform. - 🟢 Active bi-weekly update cadence shows the team is addressing functional bugs like camera permissions and scan limits. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.66/5 | | Total Reviews | 93 | | Sentiment | Frustrated (25/100) | | Confidence | Medium | | Pricing Model | Subscription | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Nommie - AI Calorie Tracker** (this app) | 4.66/5 | Frustrated | Kindly Robotics, 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:** Kindly Robotics, Inc. - **Website:** [https://nommie.ai](https://nommie.ai) - **Social:** [Instagram](https://www.instagram.com/nommieai) · [X/Twitter](https://twitter.com/nommieai) ## Data Sources & Links - **App Store ID:** 6760958090 - **Google Play ID:** ai.nommie.app - **Dev Site:** [Official Website](https://nommie.ai) - **Sources:** Developer website content, App store metadata, User reviews. ## 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:** 0.5/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 5 - **Data Sources:** user reviews, 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:** 62 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/nommie-ai-calorie-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.