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.
Panoptive is a Y Combinator company in the Summer 2025 batch. Its directory entry describes it as: The continuous oversight engine for clinical trials. The founder listed is Youssef Kallel (Founder/CEO) (Y Combinator directory entry, July 24, 2025).
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New accelerator entry · 2025-07-24 · the record
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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.
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