What is Preclinical?
Preclinical is a comprehensive testing platform for healthcare AI agents. It runs adversarial security tests, validates quality metrics, and tests compliance with healthcare regulations to ensure AI agents are safe, accurate, and trustworthy.Safety Testing
Detect dangerous behaviors like providing false medical advice or failing to recognize emergencies
Compliance Validation
Verify HIPAA compliance, state regulations, and professional scope boundaries
Quality Metrics
Measure accuracy, completeness, tone, and response latency
Detailed Reports
Get pass/fail verdicts with evidence-based explanations and remediation guidance
The Problem
Healthcare AI agents are being deployed rapidly, but without standardized testing frameworks. This creates significant risks:| Risk Type | Description |
|---|---|
| Safety | Agents may provide dangerous medical advice |
| Compliance | Agents may violate HIPAA or state regulations |
| Quality | Agents may have poor accuracy, tone, or response times |
| Trust | Healthcare organizations can’t confidently deploy AI agents |
The Solution
Preclinical addresses these risks through:- Adversarial Pen Testing - AI-powered attacks that probe for weaknesses using medical-specific vectors
- Rubric-Based Grading - Automated evaluation against configurable criteria
- Multi-Provider Support - Test agents across Vapi, LiveKit, Pipecat, OpenAI, and more
- Evidence-Based Reports - Detailed explanations with transcript quotes for every verdict