Clinical AI Red-Teaming
Structured adversarial testing by clinicians, across a taxonomy of how medical AI actually fails.
Tell us what you're working on and we'll come back with a scoped brief.
Who it's for
AI companies deploying medical AI in clinical settings who need to identify safety risks before they reach patients. Critical for pre-launch safety assessment, regulatory submissions, and ongoing safety monitoring of deployed systems.
What we do.
We conduct structured adversarial testing of medical AI systems across 12 clinically-derived failure mode categories. Our red-team evaluators, trained clinicians, systematically probe for dangerous dosing recommendations, false reassurance, contraindication failures, hallucinated diagnoses, and other safety-critical failure modes. Each engagement produces a severity-weighted safety report with specific mitigation recommendations.
- Hallucinated Diagnosis
- Dangerous Dosing
- Scope Violation
- Emergency Underestimation
- Contraindication Ignored
- Multi-Factor Contraindication
- Guideline Contradiction
- Outdated Information
- Dosage Frequency/Route Error
- False Reassurance
- Suppressed Uncertainty
- Demographic Bias
What you get.
- 01
Structured adversarial testing across 12 failure mode categories
- 02
Severity-weighted safety report with clinical impact analysis
- 03
Specific mitigation recommendations per failure mode
- 04
Coverage metrics showing which risk categories were tested
- 05
Re-testing protocol for validating fixes
Why EnterTheLoop.
Our red-team methodology is built on a clinician-developed taxonomy of medical AI failures, not generic adversarial testing. Our evaluators understand how clinical AI fails in practice because they work in healthcare. They know which questions a GP would ask, which drug interactions a pharmacist would catch, and which triage decisions could harm patients.
Other services.
30-minute call. Get a quote.
Tell us what you’re building and what you need evaluated, red-teamed, annotated, or generated. We’ll come back with a scoped, priced brief — no long enterprise procurement.
- A scoped, priced proposal
- No drawn-out procurement process
NDA available on request.
entertheloopClinicians powering AI alignment, training & safety.Verified against
entertheloopClinicians powering AI alignment, training & safety.