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Start with the same category and recorded primary feature, then narrow by the features you need. These are discovery candidates, not a claim that every product replaces every feature.

Consider switching if these limitations affect you: The audit depends on public website data to infer category, competitors, and buyer questions, which may limit accuracy if data is incomplete. Single answers from language models are considered noise; multiple passes and large samples are required for reliable measurement.

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