For teams & organisations

Bringing AI into a team or organisation?

Alongside my work with local businesses, I help teams adopt AI properly: finding the right starting point, proving an idea works, fixing what isn't working, and helping people use AI well.

How I work

Small, credible steps beat big, untested promises

Understand

Clarify the business goal, the current workflow, and what better needs to mean.

Focus

Choose a useful, bounded opportunity with manageable risk and visible value.

Prove

Build and test against agreed criteria before extending the solution.

Embed

Put guidance, ownership and feedback loops around the change so it lasts.

Discuss your team's next step

Tell me what you're trying to improve. I'll suggest a sensible first step, even if it's a small one.