01
Citation Drift & Hallucination
Standard vector search chunks documents by arbitrary character length. It frequently disconnects scientific findings from their qualifying conditions, dosages, or trial demographics—leading to false or misleading scientific assertions.
02
The MLR Approval Bottleneck
Medical, Legal, and Regulatory review boards spend thousands of manual hours cross-referencing promotional assets against underlying clinical literature and SmPC guidelines because current AI tools cannot provide a guaranteed chain of evidence.
03
Data Privacy & IP Exposure
Uploading unreleased clinical trial data or proprietary drug discovery literature to third-party public cloud models poses severe intellectual property and compliance risks.