Clinical Intelligence Network & Live Sandbox for Healthcare AI

Healthcare AI Validation: Real-World Clinical Validation & Benchmarking

Your Healthcare AI Model Needs Real Clinical Feedback,
We Built the Infrastructure for That.

Garbha Labs gives healthcare AI developers on-demand access to 250+ board-certified physicians and 200+ hospital partners — for live shadow-mode pilots, model validation and expert annotation for data.

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250+
Board-Certified Physicians
200+
Hospital Partners
12+
Clinical Specialties
0
Patient Records Leave Hospital
Why Diagnostic AI Isn't Mature Enough

Your model is ready.
Your clinical validation isn't.

Common Blockers
Expert Access Takes Months
Validation Data is Hard to Get Right
Hospital Pilots Are a Black Hole

Healthcare AI teams spend years building powerful models — then hit a wall when it's time to validate them in the real world. Getting doctors to review outputs, sourcing compliant medical datasets, running structured benchmarks, and accessing hospital environments for live pilots: none of this existed in a single place...

Until Garbha Labs.

Built for teams that can't afford to get validation wrong.

Privacy-First Architecture
No patient data ever leaves partner hospital systems. Full HIPAA and DPDP compliance by design.
Board-Certified Only
Every physician is independently credentialed — board certifications, specialty training, institutional affiliations verified.
Regulatory-Ready Output
Validation reports structured for FDA 510(k), CE marking, and hospital procurement requirements.

Two ways to move your
healthcare AI forward — faster.

Whether you need expert clinical feedback on your model or a real hospital environment to test it in, we have the infrastructure in place.

On-Demand Clinical Experts

Tap our pool of 250+ board-certified specialists for annotation, model review, and benchmarking panels. The right specialty, matched to your model, in days — not months.

Imaging annotation — X-ray, CT, MRI, pathology
Model output review and error analysis
Physician benchmark panels
Regulatory-ready validation reports
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Garbha Live Sandbox

Shadow-Mode Hospital Testing

Your AI runs inside real hospitals. Doctors work normally. You get structured performance data.

Our platform deploys your model in partner hospitals in shadow mode — or simulates against de-identified patient cases reviewed live by our physician network. No patient data ever leaves the hospital.

Live shadow deployment in partner hospitals
Clinician scoring per case — structured, fast
Real-world performance benchmarking
Workflow friction analysis and UX feedback
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Specialists and hospitals across every major clinical domain.

All physicians and hospitals are board-certified and vetted through a structured credentialing process. New specialties added monthly.

Radiology Cardiology Pathology Oncology Endocrinology Internal Medicine Neurology Nephrology

Are you a physician or hospital? Join our network to earn from your expertise and participate in cutting-edge AI validation projects.

Apply to Join
Garbha Live Sandbox

Garbha Live Sandbox in Action

Patient Chart
→
AI Validation
→
AI Developer
→
Dataset Export
Shadow Mode — Complete Flow · Case GRB-2026-0047 2:39
01
Patient Chart
0:00
02
AI Validation
1:05
03
AI Developer
1:55
04
Dataset Export
2:17
Individual Portals
0:50
Patient Records
Triage list with severity filters, search, and one-click chart access for admitted patients.
1:45
Patient Chart & AI Shadow
Doctor documents diagnosis, labs, and meds. AI shadow model reveals its parallel predictions on finalize.
1:30
AI Clinical Validation
10–15 specialists independently review the same anonymized case. Each submission is a labeled AI training data point.
1:30
AI Developer Portal
Model performance dashboard, 3-way case comparison (doctor vs AI vs peers), version history, and NDJSON export.
1:21
Validation Dataset
Browse, filter, and annotate the curated training dataset. Quality check queue and one-click export for model retraining.
Ready to Validate?

Get clinical feedback on your model this month.

Tell us what you're building and we'll walk you through exactly how Garbha Labs can help — whether it's an annotation project, a benchmarking study, or a hospital pilot.

We respond within 12 hours
No spam, no sales automation
A real person from our team will reach out
Or message us directly on WhatsApp

Not ready to book a time? Just send your details and we'll reach out.

Ready to book a Demo? Choose your time.