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AI Visibility

Day 23: Make the Audit Easy to Act On

A visibility audit is not valuable because it contains a lot of observations.

It becomes valuable when a busy buyer can look at it and understand what is leaking, why it matters, and what should be fixed first.

That distinction matters for AI visibility work. ChatGPT, Claude, and Perplexity can surface a brand in dozens of different ways: category answers, comparison prompts, recommendation lists, cited pages, summaries, entity descriptions, and proof-seeking follow-ups. If the diagnostic simply hands all of that back as a pile of signals, it has not reduced uncertainty. It has moved the mess from the model into the buyer's lap.

If the baseline cannot be understood and acted on by a busy CMO or founder, it is not a baseline. It is telemetry.