USPTO moves AI trademark tools into agency-wide use after 250,000 applications processed
The U.S. Patent and Trademark Office says its Trademarks organization moved its Scout LLM artificial-intelligence tool into full agency-wide use on July 1, 2026, marking a shift from phased testing to broad operational deployment across its work units.
The agency said July 13 that Scout LLM is available to all work units, including trademark examining attorneys. USPTO also highlighted two related systems: Class ACT, an AI-supported classification tool, and an image-search capability that lets users upload an image to find similar marks.
For inventors, companies and other trademark applicants, the change could affect how applications are prepared for examination and how quickly some preliminary work is completed. The agency’s announcement describes the rollout as a modernization effort for the national intellectual-property system, but it does not establish that every application will be decided faster or that results will be more accurate.
What the agency says the tools have done
USPTO said Class ACT had analyzed 250,000 applications by July 13. The agency described the system as reducing a pre-examination classification task from months to minutes.
A separate USPTO budget document gives a more specific account of that change, saying Class ACT reduced the task from five months to five seconds. Those descriptions refer to the agency’s reported processing time for the classification work, not to the complete trademark examination process or the time an applicant must wait for a final decision.
The agency also said its AI-enabled image-search tool allows users to submit an image and locate similar marks. That capability is intended to support searches involving visual marks, although the approved materials do not provide performance measures such as accuracy, error rates or the number of searches completed.
USPTO leadership separately reported the removal of approximately 50,000 fraudulent applications since the prior year and more than 87,000 unused goods and services from trademark registrations since 2022. The source materials describe those figures in the context of the agency’s broader modernization and enforcement work; they do not establish that the AI tools alone produced those totals.
Human examiners remain responsible
Despite the wider use of AI, USPTO said human examining attorneys remain responsible for examination decisions. The tools are described as support for agency personnel rather than replacements for them.
The rollout followed phased testing, training and expansion to users. The agency’s fiscal 2027 budget justification frames the systems as assistance that can allow legal professionals to focus on substantive work. That distinction matters because classification, search and other preparatory tasks are not the same as the legal judgment involved in deciding whether a mark can proceed.
The shift nevertheless gives the agency a larger operational role for generative and agentic AI in federal intellectual-property services. It may change how staff allocate time, how potential conflicts and fraudulent filings are identified, and how applicants interact with trademark-search tools. The packet does not quantify staffing reductions, cost savings or changes in applicant outcomes.
What remains unknown
The reported gains come from USPTO’s own account of its deployment and performance. The approved materials do not independently establish the tools’ long-term accuracy, error rates or effects on the quality of examination.
The July 13 announcement does not identify a further deadline or a separate next-phase milestone. It establishes that Scout LLM reached full adoption on July 1 and that related systems were being used, but it does not say when the agency will publish a formal evaluation of accuracy, errors, staffing or applicant results.
Sources
- Head of the class: Trademarks at full power with USPTO’s AI tool, U.S. Patent and Trademark Office
- USPTO FY 2027 Congressional Budget Justification, U.S. Patent and Trademark Office
- Remarks by Director Squires — INTA 2026 Annual Meeting, U.S. Patent and Trademark Office
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