Mobile App

NebuFit AI-Powered Fitness & Health Coaching Platform

Personalized coaching that adapts to your body form checks, bloodwork-aware plans, and an AI assistant that knows your training history.

NebuFit – AI-Powered Fitness & Health Coaching Platform case study
NebuFit · Mobile App
NebuFit logo
Client

NebuFit

Product Overview

NebuFit is a mobile fitness and health-coaching app built for people who want a personal trainer's level of feedback without the personal trainer's price tag. It pairs everyday workout tracking with AI-generated coaching: computer vision checks exercise form in real time, while bloodwork-informed insights shape training and nutrition plans around each user's actual health data instead of generic templates. A scalable backend handles authentication, onboarding, and subscriptions so the product works as a self-serve consumer app from first open to paid plan.

A built-in AI assistant, powered by retrieval-augmented generation, answers questions grounded in the user's own logged history and health metrics, turning the app into an ongoing coach rather than a static tracker. Voice-delivered recommendations and continuous progress tracking round out the loop, so users get guidance that adapts as their training history and bloodwork results change over time.

Tech stack
  • Python
  • FastAPI
  • React Native
  • PostgreSQL
  • Supabase
  • Redis
  • RAG
  • Claude AI
  • OpenAI GPT-4o
  • Anthropic
  • ElevenLabs
  • Stripe
  • JWT
  • Sharp

Pain points to solve

  • Getting real, form-corrective feedback (the kind an in-person personal trainer provides) was inaccessible to everyday users at a mass-market price point.

  • Training and nutrition guidance was based on generic templates rather than a user's actual bloodwork and health data, so plans weren't personalized to individual health conditions.

  • Fitness tracking apps functioned as static logs — there was no ongoing, context-aware coaching that could answer questions grounded in a user's own training and health history.

What we delivered

  • Real-time computer vision engine that scores exercise form frame-by-frame during workouts.

  • AI-generated training and nutrition plans that adapt to each user's logged bloodwork results.

  • Voice-based coaching recommendations delivered during and after sessions.

  • RAG-powered chat assistant grounded in the user's own workout and health history.

  • Authentication, onboarding, and subscription flows built for a scalable consumer backend.

  • Progress tracking dashboard surfacing trends across workouts, bloodwork, and coaching history.

  • Supabase/Postgres data layer with Redis caching for real-time sync across devices.

Key Insights

  • Delivered a comprehensive, end-to-end AI fitness ecosystem unifying computer vision form analysis, bloodwork-driven health intelligence, personalized coaching, payments, and authentication into a single consumer product.

  • Reduced the need for manual, human coaching by automating workout generation, nutrition planning, and health assessments with AI.

  • Achieved real-time AI coaching experiences at scale via streaming infrastructure with multi-provider redundancy for reliability.

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