FIELD NOTES

Clearer thinking about AI visibility.

Practical methods, honest limitations and useful questions. Written for the people explaining AI discovery to clients and colleagues.

Practical method

How to check whether AI recommends your business

A small, transparent starting method for checking AI brand recommendations without treating one answer as a universal ranking.

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Understand the evidence

A mention is not a recommendation. A citation is not proof.

Three different signals in an AI answer—and a practical way to check what each one actually tells you.

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