Distinguish awareness from recommendation
A brand name in an answer does not necessarily mean endorsement. Inspect the surrounding text, positive or negative context and the recommendation type, with the original answer available for review.
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For brands
Combine category questions with direct brand questions. The following examples illustrate a prompt set, not real findings about a company.
A brand name in an answer does not necessarily mean endorsement. Inspect the surrounding text, positive or negative context and the recommendation type, with the original answer available for review.
Observe your brand and selected competitors within the same measurement set. Compare mention rates and share of voice in that sample without treating them as market share.
Find out which websites are cited and whether descriptions match your positioning and verified facts. Use the findings to review your own pages and prepare editorial tasks.
Your workflow
Set the brand name, relevant aliases, target market and competitors.
Include discovery, comparison and direct brand questions in your prompt set.
Review answers over time and use the original wording when briefing your content or communications team.
Measurements use model APIs with web search. Answers in consumer apps may differ; a change after a website update does not prove causation. Understand the measurement method
Questions and answers
Yes. Brand monitoring uses your brand name, competitors and selected prompts. A shop connection is optional. Website features require a verified domain; ongoing measurements depend on your available credits.
No. The results describe the answers collected for your chosen prompts, models, markets and periods. They are not a consumer survey or a measure of all AI conversations.
You can read the explanation in the answer and inspect its cited sources. These are useful clues, but they do not reveal the full internal decision process of the model.
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