Design the tools before the agent
Most agent failures are tool failures. We define the actions, their inputs, and their error shapes first, so the model has something narrow and unambiguous to reason about instead of an open-ended API surface.
Agentic workflow development
Agents are easy to demo.
We build the ones you can ship.
A prototype that works on the happy path is a week of effort. An agent that survives real users, bad inputs, and a tool that times out is a different job entirely — and that is the job we take.
The work
What we actually do.
Orchestrate the steps
Planning, retries, fallbacks, and the point where the agent stops and asks a person. We write the control flow deterministically and let the model make only the decisions that genuinely need judgment.
Build the evals alongside
Every workflow ships with a suite that scores it on the cases you care about — tool selection, output schema, grounding, refusals. When you change a prompt, you find out what it cost you before your users do.
Instrument the run
Traces you can read, cost per task, and latency at p95. When something goes wrong in production you get the whole trajectory, not a stack trace at the end of it.
What you get
- tool + action schema
- orchestration layer
- eval suite & scorecards
- trace + cost dashboards
- runbook & handover
What we work in
- Claude
- OpenAI
- LangGraph
- MCP
- TypeScript
- Python
Also from us
The rest of what we do.
Legal said the data cannot go to a third-party API.
In-house LLM development
Models that run on your own infrastructure, for teams whose data cannot leave the building.
Read more →Someone on your team does this every morning, and it takes an hour.Agentic automation
Agents pointed at the repetitive internal work your team does by hand and resents.
Read more →You need three hundred calibrated questions, and they have to be original.Technical content services
Assessment and learning content for platforms that put problems in front of engineers.
Read more →Start with one workflow.
The fastest way to find out whether this fits is to pick something narrow and build it. Tell us what you have in mind.