Production outcomes · AIIMS Patna deployment

Measured in production.

Accuracy

90%+

vs lab (n=30)

Cost

70–80%

reduction per test

Readiness

TRL 4→6

CDSCO Class B pathway

Speed

<5 sec

on-device inference

01 · Capabilities

What's inside.

Three-stage CNN — Stage 1 object detection on-device. Stage 2 segmentation in secure cloud. Stage 3 classification with confidence.
Confidence-floor safety — anything under 70% confidence outputs 'Indeterminate' — never a guess on a child's diagnosis.
BLE vitals integration — Bluetooth BP cuffs + weighing scales stream vitals to the dashboard live.
PIN anonymisation — a 6-digit PIN per patient; the PIN-to-identity registry is isolated to the PI only.
India residency by design — per-tenant CMK · private endpoints · ap-south-1 (Mumbai) only · ICMR 5-year retention.
REDCap clinical CRF — a bi-directional REDCap connector for clinical capture and regulatory submission.
Per-brand subgroup eval — model robustness across Multistix · Combur · Uristix · other brand dipsticks.

02 · Architecture

Phone in hand. AI in the cloud. Patient at the edge.

The mobile app captures the dipstick image under standardised LED lighting. Stage 1 CNN on-device detects the strip. EXIF metadata is stripped. A TLS 1.3 upload goes to ap-south-1. Stage 2 segmentation runs in the secure cloud. Stage 3 classification (NEG / 1+ / 2+ / 3+ / 4+) returns with confidence. BLE BP/weight streams in parallel. The REDCap clinical CRF stores results anonymised by 6-digit PIN.

Flow

android · ios app + bluetooth bp cuff
  ↓ tls 1.3
stage 1 detection → stage 2 segmentation → stage 3 classification
  ↓
confidence floor · pin anonymisation
  ↓
redcap crf · ap-south-1 only

03 · Live in production

KidneyCare at AIIMS Patna.

clinical

KidneyCare at AIIMS Patna

Smartphone-based AI urine dipstick + IoT vitals for children with nephrotic syndrome. Validated with the paediatrics team at AIIMS Patna. APIIC + NIDHI-DST funded. 90%+ accuracy vs lab, 70–80% cost cut, TRL 4→6.

Read the case →

What we won't do

Send your PII to a third-party model — sensitive fields are stripped before any external call.
Ship without a CLEAR scorecard — every deployment gets a baseline across five dimensions before it goes live.
Add an agent that doesn't earn its place — Gate 1 kills decorative multi-agent designs; each agent must add new signal.

Trust

DPDP + HIPAA architecture.
ICMR 5-year retention.
CDSCO Class B pathway.
WHO IMCI-aligned · LMIC-deployable.
India residency · on-prem option.

Start with a Diagnose.

Two to three weeks. $6K–$12K. A written scorecard with topology recommendation, cost ranges, and remediation plan. No commitment to build.

Book a diagnosis