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We ran hundreds of tests asking leading AI models to draft USPTO-compliant goods and services descriptions — and paired that with dozens of practitioner interviews to understand what's actually happening in prosecution workflows. The results were clear: generic AI produces descriptions that sound right but won't survive examination.

This 2026 guide examines the four structural limitations that make general-purpose AI unreliable for prosecution work — and maps out what the next generation of trademark tools actually looks like.