Document & workflow agents
Agents that read, classify, extract and act on documents — loan files, contracts, RFQs, claims — with a full audit trail on every decision.
Agents that complete work, not just chat.
We design and ship autonomous agents that plan, use your tools, check their own output and hand control back to humans at exactly the right moments. Production-grade from the first commit.
Agents we've shipped, and ship again.
Research & analysis agents
Multi-step agents that gather, verify and synthesise information across your knowledge base and the web — with citations, not hallucinations.
Operations & support agents
Agents that triage tickets, draft responses, update systems of record and escalate cleanly — cutting response times without cutting quality.
Engineering agents
Coding agents wired into your repos and CI — reviewing PRs, fixing regressions, generating tests — governed by your standards.
The discipline behind reliable autonomy.
Planning & tool use
Structured task decomposition and typed tool interfaces — agents that know what they're doing and why.
Human-in-the-loop
Approval gates on every consequential action. Autonomy where it's safe, oversight where it matters.
Eval-first development
Every agent ships with an evaluation harness. Quality is measured on every change, not assumed.
Observability & cost
Tracing, drift detection and per-run cost budgets — so you can trust what's running, and afford it.
Claude
Claude Agent SDK
LangGraph
MCP
Azure · AWS
First agent live in about a week.
Tightly scoped, built in the open, handed over with documentation and evals.