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What the evidence does not establish The 200-query held-out gate is not a universal safeguard. On catalogs under 1,000 items, the statistical noise of a single Independent technical note mirroring the canonical version: https://findmydesignai.com/blog/ai-visual-search-for-designers-pass-a-200-query-test-before-you-ship.php
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Mia Alexander (2026) studied this question.
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