Clinical AI That Works in the Real World
I'm a Board-Certified Hospitalist who stress-tests health AI for startups. If your product breaks on edge cases—conflicting meds, missing data, workflow friction—I find it before your users do.
The Problem
Why Investors Now Demand Clinical Validation
The bar has shifted. In 2026, VCs won't fund "cool tech"—they fund clinically validated tools with measurable ROI.
Even if you raise money, sell the contract, and implement successfully—your product can still die at the last mile: doctor adoption. If the workflow feels annoying or "off," clinicians will stop using it, and churn becomes inevitable.
Most AI health products fail in the field because:
Engineers code for the happy path
Your AI works when patients follow instructions. It breaks when they have kidney failure, take 12 meds, or forget to mention allergies.
Doctors ignore broken tools
If your alert fires 30 times a day for non-urgent issues, we silence it. Your product dies in week two.
You only get one launch
Hospitals and health systems won't give you a second chance if your first deployment creates more work than it saves.
The Solution
The Clinical Reality Check
I run your product through the scenarios engineers never see:
Conflicting medications (beta-blocker + asthma)
Missing critical data (patient forgets kidney disease)
Workflow friction (15 clicks when it should take 2)
Alert fatigue (noisy vs. actionable)
You get a brutally honest assessment of what will kill adoption—before you go to market.
What You Receive:
Clinical Safety Audit Report
I test 10 edge-case scenarios and document every failure point
Prioritized Fix-It Roadmap
Clear guidance for your dev team on what to build next
MD Validation Letter
Show investors and regulators that a Board-Certified physician validated your product
About
About Dr. Prabhat Garg
I'm a practicing Hospitalist in Dallas managing complex, multi-system patients every day. I've also built my own HIPAA-compliant AI tools using Claude and Gemini, so I understand both the clinical and technical sides.
I've seen brilliant products fail because they didn't account for how medicine actually works—the messy reality of non-adherent patients, overloaded doctors, and fragmented workflows.
I help you launch products that doctors will actually use.
Engagement Options
Two Clear Paths
I work with 3-5 clients at a time to maintain quality.
One-Time Safety Audit
Best for pre-launch validation or investor diligence
- Full product testing
- Clinical Safety Audit Report
- Prioritized Fix-It Roadmap
- MD Validation Letter
- Delivery within 2 weeks
Ongoing Advisory
Best for teams shipping continuously
- Validate every product update
- Pre-release clinical review
- Workflow optimization advice
- Direct access via Slack/email
- Monthly strategy calls
Ready to Get Validated?
Book a 15-minute intro call. We'll discuss your product, your timeline, and whether clinical validation makes sense for your stage.