Most HealthTech AI fails in production because it's validated by people who've never treated a patient. I bring the clinical rigor that's usually missing — every finding verified against a primary source, not general impression.
Independent medical AI consulting for AI labs, health tech companies, and frontier model teams.
Auditing AI-generated clinical outputs for factuality, relevance, and semantic coherence using expert-designed rubrics.
Multi-turn adversarial prompt testing using first-principles clinical reasoning to expose vulnerabilities in diagnostic logic and safety guardrails.
Reviewing multimodal model outputs — imaging and diagnostics — for clinical factuality, epistemic accuracy, and semantic coherence.
Subject matter expertise across clinical medicine, basic medical science, and laboratory diagnostics. Project-based advisory.
Independent clinical peer review of AI-evaluation methodology and manuscripts — including work for BMJ Digital Health & AI.
Lower than my Upwork rate ($30/hr) since direct engagement carries no platform fee.
Education, licensure, and professional certifications.
Chhatrapati Shahuji Maharaj University, Kanpur · Examined 2023 · Conferred 2025 · Serial No. DGR/1854406
Tell me what you need — pick what applies, or just write it in your own words. I reply to serious inquiries within 24 hours.
Same identity, verified, everywhere.