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Pulseroom

An AI health companion that turns daily check-ins into a plan.

Sector
Health AI
Build time
6 day build
Year
2026
Role
Product strategy, AI engineering, Mobile design
Good morning, Ada
How did you sleep? Tap or just talk to me.
Restless. Woke up a few times.
Noted — that's 3 nights this week. Your data says caffeine after 4pm is the pattern. Want a wind-down plan for tonight?grounded in your logs
Today's planHydrate · 10-min walk · No caffeine after 4pm
Overview

Pulseroom is our AI-products concept — a mobile health companion that listens to a 30-second daily check-in and turns it into something actionable. It's where the studio's "build AI into the product" capability gets to show its work: RAG, guardrails and evals, not a chatbot bolted on.

01 — The challengeWhat we were solving

Health apps track everything and tell you nothing. The hard part isn't the tracker — it's a companion that gives genuinely helpful, personalised guidance without drifting into medical advice it has no business giving.

02 — The approachHow we built it

We built retrieval over the user's own history so the companion reasons about you, not the average person — wrapped in guardrails that keep it firmly on the safe side of advice, and an eval set so quality is measured, not hoped for. The interface stays calm: a companion that explains, not a dashboard that nags.

More from the build
Today · vitals
Sleep6h 40m
HRV48 ms
Steps8,210
Resting HR61 bpm
Recovery trending up · 7-day view
02

Vitals at a glance

Sleep, HRV, steps and resting heart rate in one calm grid — the signal, without the spreadsheet.

This week · sleep
You sleep best on days you walk before noon.AI insight
03

Patterns you'd miss

The companion reads your week and surfaces the one insight that actually changes tomorrow.

What's inside
01

30-second check-in

A daily voice or tap check-in that takes less time than making tea.

02

Companion with memory

RAG over your own logs, so it reasons about you specifically.

03

Guardrailed advice

Tuned and eval'd to stay clearly on the right side of medical guidance.

04

Gentle nudges

Progress that motivates instead of shames, and earns a daily return.

By the numbers
0 Days, brief to prototype
0 Evals written
0 Guardrail layers
0 AI-assisted build

These are build facts, not invented client metrics — Outbuild Lab concept builds, made to show the craft and the clock.

Sketch your own in the Lab