Building together.

We build the first AI systems with your team, test them against your own decisions, and hand them over working.

Who it’s for

Companies that know what they want to build and want people who have done it before in the room.

How it runs

We measure how the work is done today before we change anything. Then we build with your team, not for it. Each system first runs in shadow mode: it does the work next to your people, and we compare its answers with theirs. It takes over a step only once it agrees with them often enough. Then we measure again.

What you get

A working system, the tests that prove it works, notes on how to run it, and a team that understands it well enough to own it end to end.

Work we’ve done

For a boutique law firm we built its internal system in Turkish: case files, deadlines and hearings, time tracking, approvals, and search across the firm’s own legal documents. The documents never leave the firm’s own server, and outside models are used only through routes that keep and train on nothing.

For a European fashion retailer we built pipelines that turn product sketches and packshots into on-model studio photos, campaign banners and turnaround videos. The retailer approved the results and uses them.

For online stores we built a tool that scores how well a store shows up in AI shopping answers and rewrites its product data to fix the gaps.

At a fintech company we are building the first agents with the teams themselves and testing each one in shadow mode before it takes over any work.

We built agents that ranked first on public security and code-optimisation benchmarks, and an open-source coding agent that improves programs by evolving them.