Founder problem 01

Apply AI sensibly

AI can be valuable, but adding it everywhere is not a strategy. I help founders separate credible opportunities from expensive distractions, then decide what is worth testing.

The situation

A useful AI decision starts with the problem

You may have pressure from investors, customers or competitors to show an AI plan. You may already have a long list of ideas. The first job is to understand the user need, the available data, the operating constraints and the value a successful change would create.

Direct support

How I can help

I can assess opportunities, challenge assumptions and turn the strongest idea into a practical plan. Where delivery is justified, I can lead an opportunity workshop or help build a focused pilot with explicit success measures and a decision point at the end.

This may be relevant if

  • You have many AI ideas but no agreed order of priority.
  • A prototype looks promising, but the production risks are unclear.
  • You need a practical AI position for an investor or board discussion.
  • Your team needs help connecting model capability to a real product need.

A useful first step

Start with the decision in front of you

If you are deciding where AI could help, tell me what you are considering and what evidence you have so far.

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