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Insights/GEO & AI search
PRACTICAL GUIDE · GEO & AI search

Creating an AI visibility test set

A useful test set represents buyer questions, not only phrases designed to make the brand appear. Keep it stable enough to compare over time.

A practical starting point

Work through these checks in order. Use the results to decide what needs to change in your own workflow.

  1. Include informational, comparison and purchase-stage questions.
  2. Record country and language assumptions for each question.
  3. Repeat a defined sample and preserve the answer context rather than only a yes-or-no brand flag.
ILLUSTRATIVE EXAMPLE

A question about evaluating an integration partner is different from asking directly about Maukaz.

A mistake to avoid

Do not repeatedly rephrase a question until the desired brand appears and count that as success.

How to check progress

Track the sampling method and note that answers can vary between sessions.

Your action checklist

Use this checklist while reviewing your own setup. Checkmarks are temporary and stay in this open page.

Need the wider workflow?

This quick note covers one decision. For a worked example, decision table and a fuller implementation workflow, read What GEO changes in a practical SEO programme.

Further reading

Official background resources for this topic. The workflow above is general guidance, not a guarantee of a particular result.

AI-assisted editorial content. Examples are illustrative, not client case studies. Read our editorial policy or report a correction.