We turn unstructured monitoring data - monitoring visit reports, EDC data - into structured deviation, safety, and quality findings for human review. Panoptive generates an audit-ready oversight trail as a natural byproduct.
The platform aggregates findings and identifies systemic patterns across sites and subjects before they compound, and tracks every finding through decision, follow-up, and resolution.
Last stage
Pre-seed
Investors
Youssef Kallel
Building the oversight engine for clinical trials @Panoptive. CS @ CMU, previously a tech lead on the Foundation Model Evaluation team at Apple.
Youssef Kallel
Building the oversight engine for clinical trials @Panoptive. CS @ CMU, previously a tech lead on the Foundation Model Evaluation team at Apple.
LinkedInNo applications, no recruiter spam. Just the intro.
A few questions to make sure this role is the right shape for you. Two minutes.
I write the intro, send it to the founder, and handle the back-and-forth.
If they’re a yes, I book the chat. You show up — that’s the whole job-hunt.