Body Composition

Photograph‑based AI calculates body‑fat percentage within seconds using shape and distribution analysis. No data is stored beyond the image. Repeatable weekly or monthly, it supports consistent tracking across genders and body types.

QOVES analyzes facial structure with 521 landmarks and 160+ aesthetic metrics, producing research‑based, personalized plans for skincare, lifestyle, and low‑invasive procedures that improve symmetry, confidence, and perceived attractiveness.

Fitbod generates personalized strength‑training routines based on goals, fitness level, and equipment. Its algorithm tracks progress, applies progressive overload, and adjusts plans for recovery. The app logs sessions, advises optimal muscle targeting, and guides users from beginners to advanced lif

Empirical Health provides a one‑visit heart assessment measuring 100+ biomarkers, calculates 10‑year risk, and lets users adjust lifestyle to see changes. Physicians review results via video and create medication, nutrition, and exercise plans, all tracked in an app dashboard.

Rate Body offers AI-driven body assessments based on user-uploaded photos, providing instant feedback, numerical scores, tailored recommendations, and progress tracking to support fitness journeys focused on aesthetics and health indicators.

BodBot uses AI to deliver personalized workout plans that adapt to real‑time biometric data, while offering nutrition guidance that recalculates macros after each session. It tracks progress, supports joint‑friendly exercises, and syncs with Apple Watch, Fitbit, and other wearables.

Zing Coach uses AI and body‑composition data to create tailored workout plans, monitor form via computer vision, adjust volume based on fatigue, and track nutrition and body‑fat/lean changes across devices.

FAT2FIT uses AI to generate realistic before‑and‑after body images, letting users visualize potential fitness results. It provides detailed body metrics, progress stats, and multiple transformation scenarios for informed goal setting and motivation.

Embrace Beauty helps users identify their unique skin tone through a guided quiz, offering personalized recommendations for clothing, makeup, and hair color while categorizing them into seasonal palettes to enhance their natural appearance.

GigaBody AI Muscle Filter uses AI to deliver precise muscle visualization and body‑composition analysis, enabling gyms to replace costly equipment with scalable, low‑overhead solutions. It tracks performance, models realistic transformations, and informs training plans.

Beauty Calculator & Face Rater analyzes facial features from uploaded images to generate aesthetic scores based on metrics like eye distance and nose length. It provides users insights into their facial proportions and symmetry through an intuitive interface.

BodyGuru is an AI tool that crafts personalized wellness routines to improve overall health and well-being. Receive tailored recommendations to look and feel better with upcoming features like SkinGuru and NutriGuru.

Somata Labs generates accurate, production-ready human meshes in real time from a single image or biometric prompt, automating mesh creation, rigging, and scale with deterministic AI and exporting FBX, OBJ, GLB, USD for direct engine import.

Thumos Care aggregates lab results, DEXA scans, and health records to generate functional status scores across body systems. An AI engine references a biomedical knowledge graph for evidence‑based recommendations, trend tracking, and clinician‑patient collaboration on a secure dashboard.

AI Fat Filter allows users to visualize body transformations by uploading a photo and selecting levels of fat changes. It processes images locally, providing realistic previews of weight loss or gain without the need for storage or sharing.

Body AI: Calorie Tracker is an AI-driven app that streamlines meal logging, offers personalized meal suggestions, analyzes recipes for nutritional breakdowns, and tracks progress on calorie intake and weight trends to support weight management and healthy living.

TrAIn delivers a science‑based, personalized workout program that adapts to individual goals and progress. It generates evidence‑based routines, monitors strength and body composition, refines training loads, and supports beginners to advanced users with injury prevention.