Custom Model Fine-tuning for Pharmaceuticals & Life Sciences

Training data quality dominates everything else. A thousand carefully curated examples routinely beat fifty thousand scraped ones, and the curation is the real work.

In pharmaceuticals & life sciences, GxP validation means every system change needs documented evidence before it reaches production. That single fact reshapes how custom model fine-tuning has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is regulatory dossier assembly, usually integrated against QMS. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. You own the code, the models where they are open-weight, and the documentation to run it without us.