field notes

Notes from
the work.

AEO, technical SEO, local search, and e-commerce — written from live accounts and my own store, not from theory.

How AI decides which local business to recommend

When someone asks ChatGPT or Gemini who to hire, the model names one or two companies. Here's how that choice actually gets made — and the five signals that put your business in the answer.

The fixed-panel method: measuring AI visibility month over month

Asking a chatbot about your brand once proves nothing — the answer changes tomorrow. This is the benchmarking method I run on client accounts and my own store to turn AI visibility into a trend line.

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