--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "AI Calorie & Nutrition Tracker" developer_entity: "xR Studio LLP" bundle_id: "com.calarie.counter.ai" app_store_id: "6739838516" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-09-01" report_date: "2026-09-16" last_verified: "2026-09-16T00:00:00.000Z" report_version: "4.0.37" total_reviews: 86 overall_rating: 4.2 sentiment: "Mixed" sentiment_score: 45 confidence: "medium" confidence_score: 0.5 top_praise_theme: "Calorie tracking features provide a helpful foundation for users managing their daily health and nutrition goals" top_complaint_theme: "High frequency of advertisements disrupts the user experience and makes daily meal logging feel frustratingly slow" review_sample_size: 9 total_review_count: 9 analyzed_review_count: 9 data_age_days: 26 momentum_velocity: "active" intelligence_version: 2 tags: ["health & fitness", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "individuals", "seeking", "weight"] canonical_url: "https://marlvel.ai/apps/ai-calorie-nutrition-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. --- # AI Calorie & Nutrition Tracker Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Freemium - **Signal**: Rating 4.18 · Sentiment Mixed - **Recent focus**: High frequency of advertisements disrupts the user experience and makes daily meal logging feel frustratingly slow (top complaint) · Calorie tracking features provide a helpful foundation for users managing their daily health and nutrition goals (top praise) > **TL;DR:** AI Calorie & Nutrition Tracker is a health & fitness app by xR Studio LLP, rated 4.18/5 by 86 users, with Mixed user sentiment (45/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** AI Calorie & Nutrition Tracker shows Mixed sentiment (4.18/5 from 86 reviews) - users praise calorie tracking features provide a helpful foundation for users managing their daily health and nutrition goals but report issues with high frequency of advertisements disrupts the user experience and makes daily meal logging feel frustratingly slow. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.18/5 (86 reviews) | | **User Mood** | Mixed | | **Category** | Health & Fitness | | **Developer** | xR Studio LLP | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 26d | ## Metadata & Market Performance - **Publisher:** xR Studio LLP - **Category:** Health & Fitness - **Target Audience:** Individuals seeking weight management or fitness tracking who prefer automated, camera-based food logging over manual entry. - **Platforms:** iOS & Android - **Version Reviewed:** 2.0.8 - **Report Date:** 2026-09-16 - **Signal Count:** 9 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 6739838516 - **Bundle ID:** com.calarie.counter.ai - **Google Play ID:** com.calarie.counter.ai - **Data Window:** Analysis based on signals collected up to 2026-09-16 ## Executive Snapshot **What it is:** AI Calorie & Nutrition Tracker is a health and fitness app for iOS and Android that uses AI to log meals and nutrients via camera photos. **Why users hire it:** The app removes the cognitive and time cost of manual food entry, serving users who struggle to maintain consistency with traditional logging methods. ## App DNA (Features & Intent) - **[Differentiator] AI Photo Food Scanner:** Identifies meals and logs nutrition data from camera images in under 3 seconds; premium-tier gate (unlimited scans) drives paid conversion. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Micronutrient Tracking:** Logs 82+ nutrients including vitamins and minerals; premium-tier gate (complete visibility) isolates advanced data. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Barcode Scanner:** Logs packaged food items via camera; expands free-tier utility to increase ad-impression inventory. ## Market Position {#market-position} AI Calorie & Nutrition Tracker maintains a 4.18 rating across 86 total ratings. The reliance on ad-heavy free tiers suggests a strategy focused on broad user acquisition over immediate conversion. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free plan with core logging features, Premium subscription with unlimited AI scans and advanced reports - **Analysis:** The freemium model gates advanced nutrition analytics and unlimited AI usage behind a premium subscription to drive recurring revenue. ## 🟡 User Sentiment (Medium Confidence: 9 of 9 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.18/5 - **Platform Split:** Android 4.2/5 (86 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Calorie tracking features provide a helpful foundation for users managing their daily health and nutrition goals** - **Visual design of the interface is frequently highlighted as a positive aspect of the user experience** ### Top Complaints (Impact Areas) - **High frequency of advertisements disrupts the user experience and makes daily meal logging feel frustratingly slow** ## SWOT Analysis {#swot} **Core Strengths:** - AI photo recognition reduces logging friction to under 3 seconds **Growth Levers:** - Expanding the food database would improve tracking accuracy for power users ## What's New - **Latest (v2.0.8, 2 weeks ago):** Enhanced progress and goal tracking for weight management, alongside streamlined meal logging and improved calorie/macro reporting. ## App Momentum (Active) {#momentum} - Shipped enhanced progress and goal tracking. - Maintains active 14-day update cadence. > **Cadence:** 2 total versions · 1 majors in last 6 months · 14 days since last update · 3 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} AI Calorie & Nutrition Tracker is a health & fitness app that is free with in-app purchases. With a 4.18/5 rating from 86 reviews, it shows mixed user reception. > **Bottom Line:** Removing rigid scheduling and tempering ad frequency would address the primary churn drivers identified in user feedback. If the team prioritizes these usability blockers, the app can better retain users beyond the initial onboarding phase. **Best for:** Individuals seeking weight management or fitness tracking who prefer automated, camera-based food logging over manual entry. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Remove rigid meal-time windows because user complaints cite them as a primary friction point → improve daily retention ### Outlook: Mixed The nutrition-tracking market is consolidating around apps that offer both high-speed logging and flexible, user-centric scheduling. AI Calorie & Nutrition Tracker remains exposed to churn until it resolves the rigid meal-time constraints that currently alienate power users. - 🔴 High ad frequency during meal logging disrupts the user experience, which compounds the churn risk for casual users. - 🟢 The latest release (v2.0.8) introduces enhanced progress tracking, signaling active investment in the core retention loop. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.18/5 | | Total Reviews | 86 | | Sentiment | Mixed (45/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **AI Calorie & Nutrition Tracker** (this app) | 4.18/5 | Mixed | xR Studio LLP | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | Mixed | 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:** xR Studio LLP - **Website:** [https://xrstudio.in](https://xrstudio.in) ## Data Sources & Links - **App Store ID:** 6739838516 - **Google Play ID:** com.calarie.counter.ai - **Dev Site:** [Official Website](https://xrstudio.in) - **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:** 9 - **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:** 26 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ai-calorie-nutrition-tracker) Data licensed for AI Agent attribution under CC-BY-NC 4.0.