Alert
December 1, 2025

USPTO Issues Revised Inventorship Guidance for AI-Assisted Inventions: Key Takeaways for AI/ML Innovators

Background

On November 26, 2025, the United States Patent and Trademark Office (USPTO) released “Revised Inventorship Guidance for AI-Assisted Inventions,”1 rescinding its February 2024 guidance2 in full and replacing it with a clarified framework for evaluating inventorship when artificial intelligence (AI) systems are used within the innovation process.

The revised guidance arrives as AI and machine learning (ML) systems have taken on an increasingly central role in various industry sectors. The USPTO emphasizes that the same long-standing inventorship standards continue to apply, regardless of whether AI is used as part of the inventive process. Thus, AI remains a tool and not an inventor

For companies operating in the AI/ML space, the revised guidance reaffirms a single legal standard for determining inventorship and eliminates the previously suggested “Pannu factors” analysis established in the February 2024 guidance for AI-assisted inventions.

What Has Changed?

1. February 2024 AI Inventorship Guidance Fully Rescinded

The USPTO explicitly rescinded its February 2024 guidance and the accompanying examples, thereby withdrawing the approach in the prior guidance that “relied on the application of the Pannu factors to AI-assisted inventions.” The revised guidance clarifies that “the Pannu factors only apply when determining whether multiple natural persons qualify as joint inventors” and are “inapplicable when only one natural person is involved in developing an invention with AI assistance because AI systems […] cannot be ‘joint inventors.’” When a single human is involved, examiners must apply only the traditional “conception” test, focusing on whether that individual conceived the invention.

2. A Single Legal Standard Applies to All Inventions (Regardless of Whether the Invention Was AI-Assisted or Not)

The revised guidance reiterates that “the touchstone of inventorship” is “conception,” a traditional standard long embedded in Federal Circuit precedent. To be an inventor, a natural person must have a “definite and permanent idea” of the claimed invention such that “only ordinary skill” is needed to reduce it to practice. An idea is not sufficiently formed if the putative inventor merely has a “general goal or research plan.” Conception requires “a specific, settled idea, a particular solution to the problem at hand.” Thus, the revised guidance emphasizes that there is “no separate or modified standard for AI-assisted innovations.”

3. AI Systems Are Considered Tools Similar to Software, Lab Equipment, or Databases

The USPTO reaffirms that only natural persons can be inventors, consistent with Thaler v. Vidal.3 The revised guidance analogizes AI models to instruments such as “laboratory equipment, computer software, research databases, or any other tool that assists in the inventive process.” In those situations, an inventor may rely on the “services, ideas, and aid of others,” including AI systems, “without those sources becoming co-inventors.”

4. Joint Inventorship Still Follows Traditional Principles

When multiple natural persons contribute to an AI-assisted invention, traditional joint-inventorship principles apply, including the Pannu factors. In such cases, each human contributor must demonstrate a significant contribution to the conception of at least one claim. The use of AI tools “does not change the joint inventorship analysis among the human contributors.”

5. Inventorship on Patents Including Benefit/Priority Claims to Foreign Applications

If a foreign priority application names an AI tool (alone or as a joint inventor), then a US patent application claiming priority to the foreign priority application cannot name an AI tool as an inventor. Only natural persons can be inventors on US applications or patents.

Accordingly, the revised guidance reinforces that, even in an era of increasingly capable AI systems, inventorship remains grounded in traditional human conception, ensuring consistent application of long-standing patent principles to AI-assisted innovation.


  1. [1] Revised Inventorship Guidance for AI-Assisted Inventions,” USPTO, Docket No. PTO-P-2025-0014, 2025-21457 (published in the Federal Register November 28, 2025). 

  2. [2] “Inventorship Guidance for AI-Assisted Inventions,” 89 Federal Register 10043 (February 13, 2024). 

  3. [3] Thaler v. Vidal, 43 F.4th 1207 (Fed. Cir. 2022).

This informational piece, which may be considered advertising under the ethical rules of certain jurisdictions, is provided on the understanding that it does not constitute the rendering of legal advice or other professional advice by Goodwin or its lawyers. Prior results do not guarantee similar outcomes.