Context
The system behind the outcome.
Pharmaceutical researchers were losing weeks to manual data gathering and coordination across the PBPK workflow. A promising agent prototype proved the opportunity, but production required a system researchers could inspect and trust.
The production challenge
A working flow was only the beginning.
The workflow crossed multiple models, scientific sources, and review gates. The system needed dependable source context at every step, while opaque failures could invalidate an entire run. The prototype needed a production architecture, not another layer of prompts.
The engineering response
Make critical state visible and controllable.
GridArray engineered a coordinated agent system with explicit task boundaries, structured outputs, review checkpoints, failure recovery, and observable run state. The result made quality measurable and gave operators a clear path through every research run.