WEBVTT

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In AI answers, ranking is often the wrong first question.

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A brand must enter the answer before its position can matter.

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Start by recording whether it is mentioned at all.

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Then check whether it is recommended, how it is described, and which sources are cited.

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A brand can be mentioned without a citation, or cited without a strong recommendation.

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Those are different failures.

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Measure the stages separately, improve the missing evidence or entity signals, and only discuss position after the brand is selected consistently.