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AI assessment · Team coaching · Integration

Make AI useful in your engineering workflow.

For engineering leaders whose teams are trying AI tools but still lack a consistent way to use them. Identify a useful starting point, help your team adopt it, and integrate it into the way you build software.

Assessment: $2,500 CAD. A free fit conversation comes first.

Start with one workflow worth improving

A tool subscription is only a starting point. The useful questions are what to change, how the team will use it, and how to tell whether it helps.

Scattered experiments

People use AI differently. Turn useful individual habits into a workflow the team can repeat.

Unclear priorities

There are plenty of ideas. Decide which one deserves a trial, and which ones can wait.

Demos without adoption

A promising prototype needs review, integration and a handoff people can use.

AI Velocity Assessment · $2,500 CAD

Know what to try next, and why

A focused review of your engineering workflow, followed by a prioritized plan. Use it with your team, or bring in help to put it into practice.

A map of the current workflow

Where work moves from ticket to review, which tools are involved, and where the team gets stuck.

A prioritized opportunity list

Which AI workflows to try first, with effort, risks and the reasons behind each recommendation.

A practical evaluation plan

What to try on a real task, what evidence to collect, and how to decide whether to keep it.

A recommended next step

A plan your team can act on, with coaching or implementation options if you want help.

See scope and next steps

Work you can inspect

Built from hands-on engineering

AgentWire is the open-source system I build and use to coordinate AI coding sessions. It shows the working approach behind dotdev.

The portfolio also includes product work and an internal reliability walkthrough. These show engineering decisions and their limits; they are not claims of client revenue or productivity gains.

Help putting the plan into practice

Bring one problem to the conversation

Tell me where work gets stuck and what you have tried. We’ll discuss whether the Assessment is a useful next step.

Request a free fit conversation

No paid commitment when you inquire.