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Verify the 40% claim before filing: embedding trademark searches are a triage layer, not a final decision, as false clears risk costly legal oppositions. Independent technical note mirroring the canonical version: https://aitrademarkreview.com/blog/embedding-trademark-searches-2026-verify-the-40-claim-before-filing.php
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Ryan Walker (2026) studied this question.
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