A private exploration for Harsh Mulik, HumLife360.
You told us the biggest manual job you have is pulling a patient's whole story back together — across the app, WhatsApp, calls and workshops — before deciding their next nudge cycle. We explored what that looks like solved: not a product we bolt on, but how the idea would work for HumLife360 specifically.
Every two-week cycle, a Nudge Friend engages one patient across five surfaces — then reconstructs the full picture by hand before choosing the next move. The judgement stays human. The assembly is what eats the hours.
Threads across five tools, stitched back together to rebuild one patient's fortnight.
Each patient's behavioural, motivational and physiological picture, carried from memory.
The next cycle chosen from that memory, patient after patient, against the clock.
How many patients one Nudge Friend can hold before the quality slips.
Assembly offloaded, judgement kept — shown three ways.
The flow end to end — five channels pulled into one updating context layer per patient, structured into three living profiles, summarised for the next cycle. Consent-gated, human in the loop.
Trace the flowThe screen a Nudge Friend opens: a caseload at a glance, then one patient's whole fortnight assembled in seconds — timeline, three profiles, risk flags, and a drafted next cycle waiting for a human yes.
Open the viewThe numbers on paper — old versus new, all costs in. Where the twenty use cases rank by leverage, which one to build first, and why the return compounds as you grow toward the insurer play.
See the numbersThe rest of the world dumps money into AI to look current. You asked for objective results on paper — maintenance, running cost, who owns it when needs change. Every view here is built to answer that, not to impress.
The system is spec-driven and rebuilt in days, not months — so when your model changes in six months, it changes with you. It's configuration, not a frozen product.