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Panoptive

Real-time defensible oversight for clinical trials

Y CombinatorSummer 2025ActiveB2BArtificial IntelligenceB2BBiotechInfrastructure

What they do

Problem

Clinical trial oversight is slow and error-prone because critical monitoring and EDC data is unstructured, making it hard to detect deviations, safety issues, and systemic quality problems early and maintain audit-ready documentation.

Solution

Panoptive software converts unstructured clinical monitoring and EDC data into structured, reviewable deviation/safety/quality findings and automatically builds an audit-ready oversight trail while tracking findings to resolution.

Who it's for

Clinical trial sponsors, CROs, and clinical quality/monitoring teams who oversee multi-site trials.

Founders

Youssef Kallel
Founder

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

Company timeline

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