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Competitor analysis

See who appeared in measured answers

Compare configured competitors only across valid observations for the selected brand.

Observed overlap

Overlap counts measured prompts where each configured brand was actually named.

No inferred position

An unmeasured competitor stays unmeasured; the interface does not assign a synthetic rank.

Prompt-level gaps

Open the exact valid runs behind a competitor mention.

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