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Panoptive

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Real-time defensible oversight for clinical trials

Summer 2025Founded 20262 peopleSan Francisco, CA, USA
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โ†ป Pivot / rename signal

This company has previously operated under โ€œAgentHubโ€. A rename frequently marks a pivot in positioning or product โ€” useful raw material for variant ideas.

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 ยท 1

Youssef Kallel
Youssef KallelFounder
AppleCarnegie Mellon

Building the oversight engine for clinical trials @Panoptive. CS @ CMU, previously a tech lead on the Foundation Model Evaluation team at Apple.

B2BArtificial IntelligenceB2BBiotechInfrastructure

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