Scoped retrieval
Preserve existing access boundaries when agents query business data.
Data integration
Bring databases, documents, and internal APIs into a permission-aware execution layer built around your systems.
Define the inputs and access boundaries before execution begins.
WHAT WE DESIGN
Preserve existing access boundaries when agents query business data.
Define typed tool inputs and outputs around your schemas.
Choose update and invalidation strategies that reflect how your data changes.
THE ENGAGEMENT
An integration map, tool contracts, and a clear approach to source access and freshness.
Review representative tasks, dependencies, and constraints.
Define responsibilities, boundaries, and expected behavior.
Evaluate against the agreed quality and operational objectives.
We start with your current system. The design may improve the surrounding harness without changing the model. Any infrastructure change should follow from your requirements and evaluation results.
Use representative workloads and agreed acceptance criteria. Compare response quality, token consumption, latency, and operational behavior together. No universal improvement percentage is promised.
Yes. Approval gates, reviewer evidence, and explicit revision paths can be designed into the execution lifecycle.
LET’S WORK THROUGH IT
Start with your requirements, data, and definition of a good result.