LLM Application Development for Pharmaceuticals & Life Sciences

The hard part of an LLM application is not the first response. It is the thousandth, when the edge cases arrive and the token bill lands. We build for both from the start.

In pharmaceuticals & life sciences, GxP validation means every system change needs documented evidence before it reaches production. That single fact reshapes how llm application development 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 deviation and CAPA drafting, usually integrated against eTMF. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Multi-model by default, so a provider outage is a routing decision rather than an incident. Six weeks to something running in production, not six quarters to a strategy document.