Blog
Written by the people doing the work, about the parts that are genuinely hard.
Context AI
Frontier models commoditise on a quarterly cadence. The governed context you feed them is the part competitors cannot copy.
Clinical AI
An evaluation harness is not optional infrastructure. Here is the one we use before any agent sees live study data.
Data Engineering
Schema drift is a compliance event, not just an engineering annoyance. Contracts make that explicit.
Commercial AI
Access teams do not need another chart. They need a defensible answer to a question they were about to be asked.
Research AI
What we learned building a cross-consortium omics layer that scientists actually trust.
Governance
Restrictive guardrails get bypassed. Well-designed ones get relied upon.
Most enrolment forecasts are optimistic by construction. A few structural fixes help.
Manufacturing
Deviation investigation time is an under-measured drain on manufacturing capacity.
Commercial patterns transplanted into medical affairs create compliance risk, not value.
Next step
Thirty minutes with our architects is usually enough to tell whether a programme is ready for agents, or whether the data foundation needs work first.