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Panoptive
ActiveReal-time defensible oversight for clinical trials
S25·Summer 2025·B2B·San Francisco, CA, USA·Team of 2·Founded 2026
About
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.
Founders
Youssef Kallel· FounderBuilding the oversight engine for clinical trials @Panoptive. CS @ CMU, previously a tech lead on the Foundation Model Evaluation team at Apple.
Product launches · 1 launch
Simulate, trace, and evaluate agent behavior in real-world environments