FDA-Ready Credibility Infrastructure
Contact Us
We help biotech and clinical AI teams build the credibility evidence demanded by the 2025 FDA Credibility Framework. Whether you're preparing an IND submission, a 510(k), or need a Model Analysis Plan — let's talk.
Request a Live Demo
See the VVUQ scoring engine in action. We'll walk through how DeepCrispr intercepts hallucinated clinical data, scores tool correctness, and detects sycophancy — live against your own use cases.
- 30-minute technical deep dive
- Custom adversarial scenario walkthrough
- FDA credibility mapping for your pipeline
Enterprise & Partnership
For pharmaceutical companies, CROs, and health systems that need a credibility assessment infrastructure at scale. We offer custom integration with your existing MLOps and regulatory workflows.
- On-premise deployment options
- Custom VVUQ scoring profiles
- Dedicated credibility engineering support
How We Compare to Current Tools
DeepCrispr vs. existing evaluation frameworks
| Capability | Generic LLM Evals (Langsmith, W&B) | Static Benchmarks (MedQA, MMLU) | DeepCrispr.ai (FDA Credibility) |
|---|---|---|---|
| Real-time stream interception | ❌ | ❌ | ✅ |
| Hallucination scoring with context verdicts | Partial | ❌ | ✅ DeepEval |
| Tool correctness scoring (MCP/API) | ❌ | ❌ | ✅ 0-1.0 |
| Sycophancy / abstention detection | ❌ | ❌ | ✅ UQ |
| FDA ASME V&V 40 alignment | ❌ | ❌ | ✅ Steps 4-7 |
| Adversarial test battery (T06-T14) | Manual | ❌ | ✅ Automated |
| Credibility Assessment Report generation | ❌ | ❌ | ✅ MAP |