How I make difficult search problems easier to act on.

These are problem-led accounts of the work: the situation, the evidence, the decisions and the operating method left behind. Client details are deliberately limited where confidentiality matters.

Enterprise automotive · AI search

Building an AI-search baseline across a global automotive portfolio

A repeatable measurement framework for understanding how multiple brands appear, compete and are represented across generative search.

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Have a challenge that does not fit neatly into a service list?

Tell me what is changing and where the uncertainty sits. I can help define the investigation before you commit to a larger programme.

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