We build and operate the AI systems that run your business.

A small team should be able to operate like a big one. What usually prevents it is not strategy — it is the repetitive, high-volume work that fills the week: the requests nobody answers, the follow-ups nobody sends, the records nobody updates. That is the work we take off you — and we stay on the hook for it afterwards.

Agents take on the tasks themselves, and they work where your business already does — in email, in Slack, in whatever your team uses to talk. You hand one a task the way you would hand it to a colleague, and it comes back done.

What makes that dependable is not the model. It is the harness around it: the tools it may reach for, the permissions it works under, the evals that prove it still behaves, and the point where it stops and asks a person. The system chooses the model itself, step by step, sending each piece of work to whichever one is best at it that week — so nobody has to follow which model is winning. These are not prototypes: they are in production, carrying real operational load every day.

What we build

Systems that do the work.

Agents
Software that carries out work rather than describing it. An agent takes a task, works where your team already talks — email, Slack, wherever the business actually runs — and delivers it back the way a colleague would.
Agentic workflows
Multi-step work an agent plans, executes, and checks — not a single prompt and a hope. Steps that retry, escalate, and stop for a human where a human belongs.
Harnesses & evaluation
The scaffolding that makes a model dependable enough for production: tool access, permissions, guardrails, evals against your own data, and an audit trail. The model is the easy part — the harness is the work.
Automatic model selection
Every step picks its own model. The system sends each task to whichever model handles that kind of work best — Claude, Codex, and whatever replaces them — and re-routes as they change. Nobody has to keep up: not you, and not us.
Automations & integrations
The connective tissue between the tools you already pay for, so work moves from one step to the next without anyone pushing it along.
Internal tools & dashboards
The one screen your team actually opens: what is happening right now, and what is waiting on a decision.
Data systems
Records that stay clean, current, and where they belong, without anyone maintaining them by hand.
Knowledge & self-learning
Systems that write down what they learn as they work, so how your company does things becomes something you own rather than something people carry in their heads.

What changes

The week stops depending on someone remembering.

NowOnce it runs
Work waits for whoever has the timePicked up the moment it arrives
You hand off a task, then chase it twiceYou ask once, in the thread you were already in
The same task is done by hand every weekDone the same way every time, unattended
What the company knows leaves with the personWritten down as the work happens, and kept
Status lives across tabs, threads, and spreadsheetsOne screen, and it is current

Knowledge

A system should know more this month than it did last month.

Most software is exactly as good on its last day as on its first. It follows the instructions it was given and learns nothing from doing the work. Every correction someone makes, every exception they allow, every judgement call — all of it evaporates the moment the task is finished.

We build systems that keep it. When someone overrides a decision, that becomes the rule next time. The phrasing your team actually uses, the cases that are exceptions, the reasons behind them — the system records how your company really operates, not how a procedure document says it should.

That record is the asset. It does not resign, it does not forget, and it does not sit in one person’s head. It makes every future system faster to stand up, because the context already exists. And it belongs to you — not to us, and not to whichever model happens to be underneath.

How it works

We don’t pitch AI. We ship it and run it.

Audit
We map your week and find the highest-ROI hours — the repetitive, high-volume work a system can take off your plate first.
Build
We ship a working system, not a slide deck — wired into your real tools, harnessed, evaluated against your real data, live in weeks.
Run
We operate and improve it. You get the outcome and the uptime; we keep it fast, monitored, and getting better.

Contact

Tell us what is eating the week.

Describe the work you would rather never do again. If a system can absorb it, we will tell you what it takes to build and what it costs to run. If it cannot, we will tell you that too.

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