--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "BodyBarista Body Measurements" developer_entity: "BodyBarista" bundle_id: "com.shapeapptech.bodybarista" app_store_id: "628479171" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-10-01" report_date: "2026-09-08" last_verified: "2026-09-08T00:00:00.000Z" report_version: "5.2.3" total_reviews: 336 overall_rating: 4.5 confidence: "low" confidence_score: 0.3 data_age_days: 54 momentum_velocity: "zombie" intelligence_version: 3 tags: ["health & fitness", "subscription", "mobile app", "app review", "app analysis", "fitness", "enthusiasts", "seeking"] canonical_url: "https://marlvel.ai/apps/bodybarista-body-measurements" 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. --- # BodyBarista Body Measurements Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Subscription - **Signal**: Rating 4.47 > **TL;DR:** BodyBarista Body Measurements is a health & fitness app by BodyBarista, rated 4.47/5 by 336 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** BodyBarista Body Measurements is a health & fitness app by BodyBarista. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.47/5 (336 reviews) | | **Category** | Health & Fitness | | **Developer** | BodyBarista | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | Low (0.3/1.0) | | **Data Age** | 54d | ## Metadata & Market Performance - **Publisher:** BodyBarista - **Category:** Health & Fitness - **Target Audience:** Fitness enthusiasts seeking data-driven, visual confirmation of body composition changes beyond simple weight tracking. - **Platforms:** iOS - **Version Reviewed:** 5.2.3 - **Report Date:** 2026-09-08 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.3/1.0) - **App Store ID (iOS):** 628479171 - **Bundle ID:** com.shapeapptech.bodybarista - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-09-08 ## Executive Snapshot **What it is:** BodyBarista is a fitness tracking app for iOS that uses photogrammetry to automatically measure body parts and muscle groups from camera images. **Why users hire it:** The app removes the time cost of manual measurement validation, allowing users to track physique changes with the speed of a digital scale. ## App DNA (Features & Intent) - **[Differentiator] Photogrammetric Body Measurement:** Extracts body measurements and muscle group dimensions from camera images using patented calibration technology. - **[Differentiator] Body Fat Percentage Tracking:** Calculates body fat percentage based on image analysis to monitor body composition changes. * *User Intent:* Users want visibility into their own performance and progress. - **[Standard] Progress Comparison:** Visualizes before and after physique changes through side-by-side photo comparisons. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} BodyBarista maintains a 4.47-star rating across 336 total ratings, yet the 342-day update gap suggests a stagnant competitive position in the Health & Fitness category. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free to download, Monthly subscription at $4.99 - **Analysis:** The subscription model gates automated measurement extraction, which is the primary value proposition for users seeking to avoid manual validation. ## SWOT Analysis {#swot} **Core Strengths:** - Patented photogrammetric calibration creates a barrier against manual-entry trackers **Growth Levers:** - Localized pricing strategies remain untapped in high-ARPU regions ## Recent Changes (v2 → v3) {#recent-changes} The product remains in a maintenance-only state with no feature or pricing changes, though the competitive outlook has shifted to emphasize the risk of commoditization by broader health platforms. **Overall trend**: Stable **Compared at**: 2026-09-08 ### High-impact changes - **[Shifted] Competitive Narrative Refinement** (positioning) ### Medium-impact changes - **[Added] New Competitive Threats and Opportunities** (swot) ## What's New - **Latest (v5.2.3, 11 months ago):** Added support for iOS 26 and iPhone 17 hardware. ## App Momentum (Zombie) {#momentum} - Ships no new features in 11 months. - Last major release updated hardware compatibility. > **Cadence:** 1 total versions · 1 majors in last 6 months · 342 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} BodyBarista Body Measurements is a health & fitness app. It holds a 4.47/5 rating from 336 reviews. > **Bottom Line:** BodyBarista’s automated measurement technology remains a strong retention lever for data-driven fitness users, but the 11-month feature drought leaves the product vulnerable to more agile competitors who are integrating similar vision-based tracking into broader health suites. **Best for:** Fitness enthusiasts seeking data-driven, visual confirmation of body composition changes beyond simple weight tracking. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Audit computer vision accuracy because competitors are integrating similar tech → maintain competitive parity ### Outlook: Declining The fitness tracking market is consolidating around apps that offer holistic health metrics, making BodyBarista's single-feature focus increasingly fragile. Without a return to active feature development, the app risks losing its user base to platforms that integrate measurement tools into broader, more frequently updated health ecosystems. - 🔴 The 342-day update gap indicates a shift to maintenance-only mode, which erodes the competitive advantage of the patented measurement technology. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.47/5 | | Total Reviews | 336 | | Confidence | Low | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **BodyBarista Body Measurements** (this app) | 4.47/5 | N/A | BodyBarista | | [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:** BodyBarista - **Website:** [https://www.bodybarista.com](https://www.bodybarista.com) ## Data Sources & Links - **App Store ID:** 628479171 - **Dev Site:** [Official Website](https://www.bodybarista.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 | 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:** 0.3/1.0 (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:** 54 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/bodybarista-body-measurements) Data licensed for AI Agent attribution under CC-BY-NC 4.0.