Capture at home
Connected BP cuffs, scales, glucometers and pulse-ox devices stream readings straight into the record — no app fiddling for the patient.
Live reading monitoring
Catch a decline at home before the ER does
VitalLoop watches every home reading from your chronic-care patients, triages the ones trending the wrong way into a prioritized care queue, and drafts the outreach — while it tracks every billable RPM minute.
- 486 patients monitored
- Explainable triage
- RPM minutes tracked
1,204 readings today
+12% vs avg
Blood pressure
158/96
Fasting glucose
184
Oxygen (SpO₂)
96%
82%
Critical
Elevated
Stable
0
Patients monitored
0
Readings today
0
Open alerts
6 critical now
0min
Billable RPM minutes
June cycle
What VitalLoop watches
Deterioration is rarely silent. It shows up in the readings.
VitalLoop turns the stream of home devices into ranked alerts — every flag tied to the reading that triggered it, so a nurse knows exactly why a patient surfaced.
BP out of range
9 open
Systolic over 150 or diastolic over 95 on the connected cuff — the most common trigger in the panel.
Glucose spike
6 open
Fasting reading above 200 mg/dL from the glucometer, weighted higher for insulin-dependent patients.
Weight gain (CHF)
5 open
More than 3 lb in 48 hours on the cellular scale — the earliest tell of fluid retention.
Missed readings
3 open
No upload in 48 hours — a data gap that quietly hides the trend, so re-engagement outreach queues automatically.
One patient, fully attributed
Every risk score decomposes into the drivers that produced it — with weights, not a black-box number. Here's how one critical patient breaks down.
78
/ 100
- Rapid weight gain 39%
- BP trending up 29%
- Diuretic adherence 20%
- Missed readings 12%
From reading to outreach
Measure it. Triage it. Reach the patient.
VitalLoop closes the loop from a reading taken at the kitchen table to the call a nurse should make today — and logs the billable minute on the way.
Triage into the queue
The model scores every trend, ranks abnormal readings into one worst-first care queue, and attributes each alert to the signal behind it.
Reach out & bill
VitalLoop drafts the patient message or call script for the nurse to approve — and logs every qualifying RPM minute toward the billing threshold.
Inside the product
The care queue and the patient file, side by side.
BuildspaceLabs built the MVP front end: a population Care Queue for triage and a per-patient detail view for the nurse running the outreach.
Care Queue board
Triage the whole panel in one glance.
Live readings, open alerts and billable RPM minutes sit above a risk-tiered patient table — so the patients trending the wrong way are always on top.
- 14-day readings-volume trend and adherence at a glance
- Worst-first queue by tier: Critical, Elevated, Stable
- Alert mix and drafted outreach ready for review
Patient detail
Every vital, every driver, on one file.
Thirty-day sparklines for blood pressure, glucose and weight, a weighted AI risk assessment, an alert timeline — capped by a drafted outreach message the nurse approves.
- 78/100 deterioration-risk ring with RPM minutes
- Weighted risk drivers and medication adherence bars
- An 86%-confidence care action with a drafted message
What's in the box
Built for the chronic-care RPM workflow, end to end.
Ingestion, triage, outreach and billing consolidated into one care-team surface — nothing left in a spreadsheet.
Care Queue board
Live readings, open alerts and RPM minutes above a worst-first, risk-tiered patient table.
AI triage
Every abnormal trend scored and ranked, so the patients who need a nurse rise to the top.
Explainable risk
Each score decomposes into weighted drivers: weight, blood pressure, adherence, missed readings.
Home vitals timeline
Thirty-day sparklines for blood pressure, glucose, weight and SpO₂ on every patient file.
Drafted outreach
A warm, plain-language message or call script the nurse reviews and approves in one tap.
RPM billing tracker
Every qualifying minute logged toward the 20-minute threshold, per patient, per cycle.
Clinical-grade, explainable
Alerts a nurse can trust and act on.
A score nobody understands gets ignored on a busy panel. VitalLoop shows the weighted readings behind every risk flag — so the recommendation carries its own justification, and a human stays in the loop.
- Every risk score decomposes into named, weighted drivers.
- Care actions arrive with a confidence estimate, not false certainty.
- Nurses approve every message before it reaches a patient.
Deterioration risk · Eleanor H.
78
Rapid weight gain
39%
BP trending up
29%
Diuretic adherence
20%
Missed readings
12%
Under the hood
Interoperable stack, production-grade front end.
Delivered as a production-quality MVP in a nine-week engagement.
Next.js
React
TypeScript
FastAPI
PostgreSQL
HL7 FHIR
Python · risk model
Bring every home reading into one care queue.
We build AI-native products like VitalLoop. Tell us about your chronic-care panel and we'll show you what an explainable RPM triage system looks like on your patients' data.