Workflow map, system inventory, and the people involved. We find the repeatable work first.

Agent scope, boundaries, prompts, tools, and the human handoff. Designed before a line of integration code.

Compose the agent stack — model, tools, integrations, and observability. We build in your environment, on your systems.

Roll out with guardrails, monitoring, and an accountable human owner. Shadow mode first when stakes are high.

Track real outcomes, not vibes. Drift, errors, and edge cases caught early.

Tune the agent, expand its scope, and graduate it into more workflows as trust compounds.