AI moved the bottleneck. We work on the bottleneck.

Generation is solved well enough. What is not solved is reviewing, testing and operating code that arrived faster than anyone could read it. We work inside software teams on that problem, and we teach engineers the same method directly.

For teams / 01

Four ways in.

Every engagement is a limited pilot while we are pre-launch. That is deliberate: we would rather do a few properly and publish what we learned.

Early access

AI-Readiness Audit

A written picture of where AI is already in your pipeline, what it is costing you in review and rework, and the three changes worth making first.

TODO: duration/Limited pilots

Early access

AI Engineering Sprint

We work inside one of your teams and change how AI is used day to day, then measure what moved against the baseline we took on day one.

4 weeks/Limited pilots

Early access

AI-Code Review Workshop

Your reviewers leave with a working method for reading AI-written code — what to check, what to automate, what to send back.

TODO: duration/Limited pilots

Early access

Context Engineering Setup

Your repositories, conventions and guardrails written down in a form AI tools can actually use, so suggestions arrive closer to your house style.

TODO: duration/Limited pilots

What we measure

We take these on day one and read them again at the end. If they did not move, we say so.

PR cycle time
Review time
Test coverage
Defect rate

Apply for a pilot

For engineers / 02

The same method, without the engagement.

Short modules built around what actually goes wrong with AI-written code. First one is on reviewing it: what to check, what to automate, when to send it back.

Go to Learn

Products & R&D / 03

Problems we’re researching.

Coming soon

These come out of the work, not out of a roadmap meeting. When one turns into a tool, it goes on GitHub first.

01
Keeping an AI agent inside the boundaries of a large, old codebase.
02
Reviewing a change no human on the team has read line by line.
03
Giving a model the context a senior engineer carries in their head.
04
Telling a real regression apart from a noisy test suite, automatically.

Join the waitlist