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AI visibility measurement

How to sample AI answers properly

By the Answerbid teamVerified 12 October 20262 min read

Short answer

Use a fixed prompt list, run each prompt several times per assistant, use clean or logged-out sessions where possible, keep location consistent, and record the full answer, brands named and sources cited. Compare months, not single runs.

Record for each run

FieldExample
Date and assistant2026-10-12, ChatGPT
PromptBest close software for NetSuite
Brands named, in orderA, B, You
Sources citedURLs
NotesWrong price stated

Questions

Why logged out?

Memory and personalisation can change answers for a logged-in user.

Facts checked against the sources below on 12 October 2026. Platforms change quickly: if something here no longer matches what you see, tell us and we will update it.

Sources

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