# Bionis Case Study

Bionis turns sleep, activity and recovery signals into a single daily wellness score, with AI insights that explain what changed and what to do next.

# Bionis

Bionis turns sleep, activity and recovery signals into a single daily wellness score, with AI insights that explain what changed and what to do next.

We designed and built the product end to end, from the scoring model to the dashboard experience.

- **Client**: Bionis Labs
- **Industry**: Health & Wellness
- **Year**: 2026
- **Stage**: Prototype → MVP
- **Engagement**: 4 months
- **Services**: Prototype in 5 Days, MVP Build, AI Engineering
- **Stack**: Next.js, TypeScript, Python, Supabase, LLM Agents
- **Results**: Working prototype in 5 days, MVP launched in 10 weeks
## The challenge

Wearables produce a flood of numbers, but users could not tell whether they were actually recovering or what to change.

- Combine sleep, heart rate, steps and HRV into one score people trust

- Explain every change in plain language

- Flag problems like sleep debt before they compound

## How we structured it

We shaped the product around a simple daily loop:

Measure → Score → Explain → Coach

### Measure

Collect sleep, activity and recovery data from connected devices.

### Score

Blend the signals into an overall wellness score with clear drivers.

### Explain

AI insights describe what changed and why it matters.

### Coach

Personalised, actionable tips for the day ahead.

## What we built

### Overall wellness score

One number with its drivers, instead of a wall of charts.

### Key metrics vs weekly average

Resting heart rate, steps, sleep and recovery in context.

### Sleep breakdown

Nightly sleep with automatic sleep-debt flags.

### AI health coach

Personalised guidance generated from the user’s own data.

## The outcome

- **To working prototype**: 5d
- To working prototype
- **To MVP launch**: 10w
- To MVP launch
- A scoring model users understand at a glance

- An AI layer that explains instead of just predicting

## Work with us

Have a complex product to build? Tell us what you’re building. Book a call, or email us whenever it suits.

[Book a call](https://cal.com/vanshpatelai/15min)

[remotevansh@gmail.com](mailto:remotevansh@gmail.com)

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[llms.txt](/llms.txt)
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