Matrix for AI directory comparison proof gaps, alternative claims, buyer questions, category fit, and internal-link refreshes.
Evidence map for AI directory alternatives, comparison claims, category fit, buyer questions, proof gaps, and internal links.
Refresh log for AI directory comparison snippets, buyer questions, source dates, proof gaps, and next-click paths.
Ledger for AI directory alternative fit evidence, buyer questions, switching risks, proof gaps, and internal link decisions.
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