Bionis: AI wellness score and health coach by vansh patelBionis: AI wellness score and health coach by vansh patel

Bionis: AI wellness score and health coach

vansh patel

vansh patel

wearables throw a flood of numbers at people. i shaped the product around measure, score, explain, coach: one wellness score with its drivers, key metrics vs weekly average, sleep breakdown with sleep debt flags and an ai health coach built on the user's own data.
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bionis screen 01
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Posted Oct 21, 2026

wellness app that blends sleep, activity and recovery data into one daily score, with ai insights that explain what changed and what to do next. i designed and built it end to end, from the scoring model to the dashboard.