Owkin

K Pro is an agentic AI scientist from Owkin that autonomously traverses multimodal biomedical data — genomics, spatial multi-omics, clinical trial records, competitive intelligence — and returns ranked, evidence-grounded answers to R&D questions. The vendor states it is trained on a proprietary multimodal patient data network and continuously refined by oncologists and biologists, which means its outputs are not generic literature summaries but claims tied to patient-level evidence. For target identification or patient stratification questions, that grounding matters. Where it breaks: teams that need to interrogate their own proprietary assay data or internal compound libraries will hit the edges of what K Pro's data network covers. The platform is not self-hosted, so data residency requirements that block cloud-based analysis force a different architecture entirely.