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.