Service

AI Engineering Transformation

Make the engineering org AI-native, and make it stick.

Code-generation agents, automated pull-request review, and sprint automation your engineers keep using after the novelty wears off. Plus accelerators that make the next project faster than the last.

What this is

A rollout of licenses is not a transformation, and everyone in the room knows it by month three. I put in the systems that change how the work happens: agents that generate code against your own libraries and design files, multi-agent review on every pull request, semantic indexing so the tools understand your codebase, sprint operations that run themselves. Then I teach your engineers to work that way. Anthropic’s enterprise team trained the engineering team I was part of on building with Claude, and I’ve spent the years since running the pairing sessions, the code-review standards, and the working sessions on agentic design patterns and responsible deployment. One platform I built went out to more than 1,000 engineers, so I know what adoption costs and exactly where it stalls.

Why it’s worth a premium

You keep the accelerators: code-generation agents fluent in your own libraries, multi-agent pull-request review, semantic codebase indexing, and the CI/CD standard I used to unify delivery for hundreds of applications across wildly different stacks. I’ve built every one of them before. Your second project starts where the first one ended.

“We bought the AI coding tools. A year later, the team still works the way it always did.”

What you get

Code generation and automated review
SDLC and sprint automation
Reusable accelerators and internal tools
Enablement with measured adoption

Book thirty minutes

How it fits the method

The AI Maturity Journey

AI Curiosity

Experiments

AI Automation

Copilots

Agentic Systems

Autonomy

AI-Native Organization

Leverage

Autonomous Enterprise

Compounding

See the full method

Start with an honest read. Decide from there.

The assessment takes about five minutes and gives you your stage, your real constraint, and the next move worth funding. If you’d rather talk it through, take thirty minutes with me. You’ll get a real answer either way, whether or not we end up working together.

Start the assessment Book thirty minutes