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Notes on how answer engines pick their sources, how new markets are actually tested, and why good deals stall. Every figure carries the study it came from.

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Find out what the engines currently say about you

Send me your company name and website. I run a set of buyer questions across ChatGPT, Perplexity, Gemini, Claude and Google's AI Overviews, and send back a recorded walkthrough of what came out: where you appeared, where you did not, who was named instead, and the two or three structural reasons why. No charge, no obligation, and you keep the findings whether or not you decide to hire me.

I run these myself, so there is a queue. Expect a few working days rather than an instant report.