Where does your AI spend actually go?
Most engineering organisations know what they paid for AI, not what it bought. Five questions, a four-step ladder, and an exercise on your own numbers.
An eight-minute readRead the guide → Picture it in your organisationThree teams, three AI tools, one roadmap
Your teams chose different AI tools and got faster. How to let the ways of working differ and still run one roadmap, with an exercise to map your own teams.
A seven-minute readRead the guide → For your security reviewTwelve questions your security team will ask about AI coding agents
Data, access, control and evidence: the questions a security review asks before AI agents reach your code, and a checklist that turns your gaps into a brief.
A ten-minute readRead the guide → Picture it in your organisationYour first 90 days running engineering on AI
Most AI rollouts start with licences and reach day ninety with no story to tell. A plan in three phases, and an exercise that dates your own.
A seven-minute readRead the guide → A question to take to your next reviewWhen should an AI agent stop and ask?
An agent that never asks makes calls that aren't its to make; one that always asks slows you down. Three kinds of decision, and an exercise to draw your own line.
A seven-minute readRead the guide → A decision for engineering leadersWhat to report to the board after a quarter of AI-assisted delivery
Four answers that survive a second question, three numbers to leave out, and an exercise that drafts your board page from your own figures.
A seven-minute readRead the guide → Picture it in your organisationThe migration nobody would scope
Every organisation defers one migration because nobody can size it. Start with a cycle that buys knowledge, then ship slices, with an exercise to size your own.
A six-minute readRead the guide → A decision for engineering leadersSpec-driven development at team ten
The practice works, which is why it spreads. What has to become shared by the tenth team, and an exercise that places you on that curve.
A six-minute readRead the guide →