Ambient Intelligence · Prototype Platform

Intelligence at the
point of care.

Turning operational sensor data into clinical action — hardware, compliance, and AI in a single platform.

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57
Hardware components
15
CFR Part 820 subparts
6
Active modules
142
Rooms monitored
Live feed
Events as they happen.
Room 201Movement detected2s ago
Room 305Fall alert14s ago
Room 118Movement detected31s ago
Room 212Room quiet48s ago
Room 307Fall alert1m 2s ago
Data pipeline
Sensor to screen.
IWR6843AOP
Radar sensor
Kinesis
Ingest stream
Lambda
Classifier
DynamoDB
Alert store
Bedrock
Ella AI
API GW
Nurse API
Dashboard
Nurse display
Device
AWS
App
Engineering · Sprint 18

Building the platform,
issue by issue.

Apr 21 – May 2
To Do5
In Progress4
In Review3
Done4
35%34 / 96 pts
4 of 16 issues done
Team
Electrical
G
Gavin
H
Hanna
P
Paulo
Software
I
Isaac
A
Aki
Cloud Security
A
Abdul
Sprint Board
To Do529 pts
In Progress422 pts
In Review311 pts
Done434 pts
Active Critical
CriticalENG-144

Fall alert fires twice when sensor resets mid-event

A
Abdul
alertssensors
Open issue ↗
Platform modules

Every tool your team needs.

OperationsPrimary module
Nurse Dashboard
Real-time resident activity monitoring, fall-detection alerts, and AI-generated clinical summaries across all floors. The operational core of the Ambient Intelligence platform.
IWR6843AOP · Live
Ambient Intelligence Control Center18 modules
regulatoryRegulatory & Compliance4 modules
Regulatory
SaMD Dashboard
Requirements, risk register, SOUP inventory, verification status, and release tracking per IEC 62304 and ISO 14971.
IEC 62304 / ISO 14971
Compliance
21 CFR 820 Gap Analysis
Interactive tracker for all 15 subparts of 21 CFR Part 820. Mark evidence, add notes, auto-persisted.
FDA QSR · 15 subparts
R&D
Biodesign Lab
Stanford Biodesign process tracker — need finding, stakeholder analysis, concept generation, regulatory strategy, and patent landscape for medical device development.
Needs · Concepts · Regulatory
Clinical
UMN IRB & Milestones
System engineering milestone tracker and IRB application status for the University of Minnesota observational pilot study.
IRB · 510(k) · Pilot
infrastructureInfrastructure & Hardware3 modules
Engineering
Bill of Materials
Full parts library, assembly BOMs, and build orders for EVT-0.1 hardware. 57 components priced from DigiKey and Mouser.
EVT-0.1 · 57 parts
Infrastructure
Cloud Infrastructure
AWS backend — seven services across fall-alert hot path, Parquet cold path, Ella AI narratives, and the Nurse API. Architecture v4.
ambientcloud · AWS · Terraform
Engineering
Engineering Tracker
Sprint kanban and issue tracker for the Ambient engineering team. ENG-series tickets across firmware, backend, frontend, and ML.
Sprint 18 · Kanban · Issues
peoplePeople & Organization1 modules
HR
Human Capital Management
Org chart, directory, role registry, and people analytics for the Ambient Intelligence team. Add roles, manage headcount, and visualize reporting structure.
Org Chart · Directory · Roles
businessBusiness & Strategy2 modules
Finance
Business Intelligence
Financial P&L forecasts, payer mix analytics, occupancy trends, and revenue cycle metrics for the Ambient Intelligence platform.
P&L · Payer Mix · Analytics
Strategy
Pitch Deck Lab
AI-assisted slide builder for seed, Series A, product demo, board, and investor update decks. Multi-deck management with export.
Seed · Series A · Board · Demo
toolsMobile, Design & Tools8 modules
Platform intelligence

One platform. Full visibility.

Floor activity · 42 rooms
3F
301
302
303
304
305
306
307
308
309
310
311
312
313
314
2F
201
202
203
204
205
206
207
208
209
210
211
212
213
214
1F
101
102
103
104
105
106
107
108
109
110
111
112
113
114
quiet
movement
alert
Alert rhythm · 7 days × 24 hours
00
06
12
18
Mon
Tue
Wed
Thu
Fri
Sat
Sun
Current hour
Hover to inspect
LowHigh
Regulatory compliance
62%
21 CFR 820
Gap Analysis
48%
SaMD Verified
IEC 62304
71%
Risk Closed
ISO 14971
Business intelligence

Financial clarity, at every bed.

Monthly Revenue
$496.8K
+7.4% vs Jan
Apr 2026 actuals
Occupancy Rate
92.2%
+2.3 pp
7-day rolling avg
Q1 ROI Saved
$192K
$12K avg/incident
16 falls prevented
Net Margin
30.0%
+0.4 pp MoM
Apr 2026
Revenue & margin · Jan–Jun 2026 · May–Jun forecast
Fall prevention ROI · Q1 2026 · $192K cumulative
Facility benchmark · vs. industry · percentile scores
Payer mix · Apr 2026
Revenue by payer
Medicare38%
Medicaid27%
Private Pay22%
Insurance13%
Ready to begin

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