For healthcare AI
Clinical safety testing for products that talk to patients.
You've built a product clinicians and patients will trust. BenchEval stress-tests that trust before deployment does — with eval sets and red-teaming run by verified physicians in the specialties your product touches.
What we look for
The failures that end up in incident reports
Generic accuracy scores don't surface the errors that matter clinically. We test for the specific ways health-AI products hurt people.
- Unsafe reassurance on red-flag symptoms
- Confident but wrong dosing and interactions
- Missed or delayed escalation to human care
- Triage that breaks on atypical presentations
- Advice drifting beyond intended use
- Plausible documentation that misstates the clinical picture
What we deliver
Evidence your safety case can cite
Every engagement produces structured, reviewable findings with physician rationale — material your clinical safety officer, your governance process and your customers' due-diligence teams can actually use.
Custom eval sets
Task suites built for your product's actual clinical surface — your intake flows, your patient population, your escalation rules — authored by physicians in the relevant specialty and reusable across model versions.
Pre-deployment safety testing
Structured clinical review before a feature meets patients: where the product gives unsafe advice, misses red flags, over-reassures, or drifts outside its intended use. Findings ranked by clinical severity, with the failing transcripts attached.
Regression evals
The same physician-authored suite, run against every model update, so you can see whether the new version is safer — or just different. A stable clinical yardstick while your stack changes underneath it.
Clinical red-team reports
Adversarial testing by clinicians who attack your product the way real usage will: ambiguous symptoms, non-adherent patients, medication interactions, the question your triage flow never anticipated.
Start a conversation
Tell us what your product must never do. We'll test whether it does.
Founder-led scoping, specialty-matched reviewers, and findings you can put in front of a regulator-minded customer without flinching.
Talk to us