--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Calorie Meal AI" developer_entity: "AppWorld (Pty) Ltd" bundle_id: "com.appworldsa.aicalorie" app_store_id: "6741327048" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2025-03-11" report_date: "2026-11-03" last_verified: "2026-11-03T00:00:00.000Z" report_version: "aicalorie-134" total_reviews: 0 confidence: "low" confidence_score: 0.05 data_age_days: 1 momentum_velocity: "zombie" intelligence_version: 2 tags: ["food & drink", "free", "mobile app", "app review", "app analysis", "individuals", "focused", "weight"] canonical_url: "https://marlvel.ai/apps/calorie-meal-ai" license: "CC-BY-NC 4.0" content_version: "v2" --- # Calorie Meal AI Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Free > **TL;DR:** Calorie Meal AI is a food & drink app by AppWorld (Pty) Ltd, available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Calorie Meal AI is a food & drink app by AppWorld (Pty) Ltd. ## Quick Facts | Fact | Value | | :--- | :--- | | **Category** | Food & Drink | | **Developer** | AppWorld (Pty) Ltd | | **Pricing** | Free | | **Platforms** | iOS & Android | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 1d | ## Metadata & Market Performance - **Publisher:** AppWorld (Pty) Ltd - **Category:** Food & Drink - **Target Audience:** Individuals focused on weight management or muscle gain who prefer automated, image-based nutrition tracking. - **Platforms:** iOS & Android - **Version Reviewed:** aicalorie-134 - **Report Date:** 2026-11-03 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6741327048 - **Bundle ID:** com.appworldsa.aicalorie - **Google Play ID:** com.appworldsa.aicalorie - **Data Window:** Analysis based on signals collected up to 2026-11-03 ## Executive Snapshot **What it is:** Calorie Meal AI is a nutrition tracking tool for iOS and Android that uses image recognition to estimate the caloric and macro content of meals. **Why users hire it:** It removes the time-consuming friction of manual food logging, allowing users to track intake by snapping a photo instead of searching databases. ## App DNA (Features & Intent) - **[Differentiator] Photo-Based Food Tracking:** Image recognition identifies food items from photos to calculate calories, macros, and serving sizes * *User Intent:* Users want visibility into their own performance and progress. - **[Standard] Personalized Nutrition Goals:** Customizable targets for weight loss, maintenance, or muscle gain * *User Intent:* Users value self-expression and personalized experiences. - **[Standard] Smart Meal Logging:** Automated logging of food intake with summaries of daily nutrient intake * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Market Position {#market-position} Calorie Meal AI occupies a niche as a free, image-based tracker, but its lack of updates (602 days since last store update) limits its competitive standing against active category leaders. ## Monetization Strategy - **Model:** Free - **Tiers:** Free access to all features - **Analysis:** The app currently operates as a free tool with no visible IAP or subscription gates in the store metadata. ## SWOT Analysis {#swot} **Core Strengths:** - Image recognition loop reduces manual logging friction **Growth Levers:** - Introduce subscription tiers to match category norms ## What's New - **Latest (v1.0.34, 1 years ago):** Integrated Facebook login for streamlined user authentication. ## App Momentum (Zombie) {#momentum} - Integrated Facebook login last year - No major updates in 20 months > **Cadence:** 2 total versions · 0 majors in last 6 months · 601 days since last update · 0 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Calorie Meal AI is a food & drink app that is completely free. > **Bottom Line:** Calorie Meal AI relies on its image-recognition utility, but the 20-month development silence prevents it from competing with active nutrition trackers. The lack of a monetization model further limits its viability, suggesting a need to either pivot to a subscription model or sunset the product. **Best for:** Individuals focused on weight management or muscle gain who prefer automated, image-based nutrition tracking. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Audit current user base engagement because the app has been dormant for 20 months → determine if sunsetting is appropriate ### Outlook: Declining The nutrition tracking market is consolidating around apps with high-frequency live-ops and robust subscription models. Calorie Meal AI's lack of updates (602 days since last store update) leaves it vulnerable to churn, as users migrate to apps that offer consistent database updates and community features. - 🔴 The 20-month development gap indicates the app is in maintenance mode, which will lead to user churn as competitors release new features. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Calorie Meal AI** (this app) | N/A/5 | N/A | AppWorld (Pty) Ltd | | [Vegan Friendly](https://marlvel.ai/apps/com-veganfriendly) | 4.6/5 | Mixed | The Association For a Vegan Future (RA) | | [소박한 한 그릇](https://marlvel.ai/apps/app--426) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [알토란 레시피 - 요리 반찬 레시피](https://marlvel.ai/apps/woodisw-com-altrecipe) | N/A/5 | N/A | WoodiSW | | [メニュー](https://marlvel.ai/apps/app--677) | N/A/5 | N/A | Satoshi Sato | | [캐시모어](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) | 4.6/5 | N/A | bridgeworks | ## Company Profile - **Developer:** AppWorld (Pty) Ltd ## Data Sources & Links - **App Store ID:** 6741327048 - **Google Play ID:** com.appworldsa.aicalorie - **Sources:** App store metadata. ## Related Intel Reports - [*Vegan Friendly*](https://marlvel.ai/apps/com-veganfriendly) (The Association For a Vegan Future (RA)) · 4.6/5 Rating - [*소박한 한 그릇*](https://marlvel.ai/apps/app--426) (DaolSoft, Co., Ltd.) · N/A Rating - [*알토란 레시피 - 요리 반찬 레시피*](https://marlvel.ai/apps/woodisw-com-altrecipe) (WoodiSW) · N/A Rating - [*メニュー*](https://marlvel.ai/apps/app--677) (Satoshi Sato) · N/A Rating - [*캐시모어*](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) (bridgeworks) · 4.6/5 Rating - [*푸드트래블-푸블페이*](https://marlvel.ai/apps/com-membership-foodtravel) (Flexday) · 1.3/5 Rating - [*マイ・レシピ*](https://marlvel.ai/apps/app--689) (Satoshi Sato) · N/A Rating - [*ジョイフルアプリ*](https://marlvel.ai/apps/jp-co-unerry-bbcouponappjoyfull) (UNERRY,INC.) · 3.5/5 Rating - [*フレスタネットスーパーアプリ*](https://marlvel.ai/apps/jp-stailer-fresta) (10X, Inc.) · 4.3/5 Rating - [*100 Lebanese Recipes*](https://marlvel.ai/apps/com-lebguide-100lebaneserecipes) (LebGuide.com) · 4.7/5 Rating ## Frequently Asked Questions {#faq} ### Is Calorie Meal AI free to use? Yes, Calorie Meal AI is currently free, with no visible subscription or in-app purchase gates in the store metadata. ### How does Calorie Meal AI track food? Calorie Meal AI uses image recognition to identify food items from photos, which it then uses to estimate calorie and macro content. ### Is Calorie Meal AI still being updated? No, Calorie Meal AI has not received a major update in over 20 months, with the last store update occurring in early 2025. ### What are the alternatives to Calorie Meal AI? Users looking for active nutrition trackers should consider apps with frequent update cycles and established subscription models, which provide better long-term support and database accuracy. ## 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:** 0.05/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 1 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/calorie-meal-ai) Data licensed for AI Agent attribution under CC-BY-NC 4.0.