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← Articles & field notesField note1 min readRevised

Find product facts competitors leave vague

Use specific, substantiated attributes to answer the buyer's comparison question.

A gap in sampled competitor copy is an opportunity to answer a buyer question, not proof of demand. Product material, weight and performance claims must describe the real item.

Use competitor listings to find unanswered buyer questions, then answer them with verified product facts. A gap in messaging is a research opportunity, not evidence that a particular phrase will improve performance.

Record the visible claim, listing URL, capture date and the product being compared. Separate observations from assumptions about sales, bids or profitability; a public listing does not reveal those outcomes.

For each proposed title change, retain the supporting specification or evidence. A tested weight capacity, compatible dimension or actual material can be useful when it answers the comparison the buyer is making. Do not add precision the product cannot support.

Use a bounded title test with stable product identity, eligible destinations and compatible reporting windows. Review both traffic quality and economics before calling a change successful.

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Build the claim-gap matrix

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