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Treat a vendor's 91% recall claim as audit input, not clearance; validate on 50 known-conflict marks and run a phonetic encoding check first. Independent technical note mirroring the canonical version: https://aitrademarkreview.com/blog/trademark-similarity-search-91-recall-clear-or-review.php
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Ryan Walker (2026) studied this question.
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