Third Circuit rejects ROSS fair-use defense in copyright case
The Third Circuit affirmed partial summary judgment for Thomson Reuters, holding that ROSS Intelligence’s use of Thomson Reuters materials was not fair use. The court filed its opinion on September 29, 2026.

Key takeaways · 4
- 01
The Third Circuit affirmed a ruling for Thomson Reuters and rejected ROSS’s fair-use defense.
- 02
The dispute involved 2,243 Westlaw headnotes; the district court ruled on those copyrights in February 2025.
- 03
The court said ROSS copied entire headnotes even though that copying was not necessary to create its training memos.
- 04
The decision does not resolve whether generative-AI training on copyrighted works is fair use.
What the court decided
The appeal arose from Thomson Reuters Enterprise Centre GmbH and West Publishing Corp. v. Ross Intelligence Inc., a dispute over copyright protection for Thomson Reuters materials and ROSS’s use of them.[1] The Third Circuit held that the materials were copyrightable and affirmed partial summary judgment for Thomson Reuters, concluding that ROSS’s use was not fair use.[1] The district court had ruled in February 2025 that ROSS infringed copyrights in 2,243 Westlaw headnotes and rejected its fair-use defense.[2]
How ROSS used the material
ROSS’s AI was not generative; it returned text passages from preexisting judicial opinions.[1] The court said copying headnotes was an easy way to create those training memos, but was not necessary.[3] It also found that ROSS copied entire headnotes, taking more than was needed for a minimally transformative purpose.[2]
The fair-use reasoning
The court viewed ROSS’s use as only minimally transformative because its product used headnotes much as Westlaw did: to improve legal research.[3] FindLaw reported that three of the four deciding factors indicated ROSS’s use of the bulk memos was not fair use.[2] The Third Circuit identified potential harm to Westlaw’s existing legal-research market and to a developing market for licensing headnotes as AI-training data.[3] Westlaw has more than 28 million headnotes.[2]
What the ruling leaves open
The court emphasized that the case did not resolve whether training generative AI on copyrighted works is fair use, and described the dispute as no more than an ordinary copyright case.[3][1] ROSS had shut down in 2021, citing litigation costs, before pursuing its interlocutory appeal.[2] Thomson Reuters said it was pleased the appellate court affirmed the trial court’s decision in its favor.[4] ROSS’s counsel said the company disagreed, and ROSS said it intends to ask the U.S. Supreme Court to review the ruling.[5]
Legal and product teams can use the ruling to assess risks when building tools from copyrighted legal materials, particularly where a product serves a market similar to the source. The decision is not a general answer for generative-AI training, so teams should avoid treating it as one.
Why it matters
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2 October 2026
Third Circuit rejects ROSS fair-use defense in copyright case
Sources
- On Appeal from the U.S. District Court, D. Del. Judge Stephanos Bibas, No. 1:20-cv-00613www2.ca3.uscourts.gov
- Third Circuit Rejects Fair Use Defense in Landmark AI Legal Research Copyright Case - FindLawfindlaw.com
- Third Circuit Addresses Fair Use in AI Training, But Leaves Generative AI Questions Unresolved | Alerts and Articles | Insights | Ballard Spahrballardspahr.com
- AI training of copyrighted material not fair use: Third Circuit | Courthouse News Servicecourthousenews.com
- ROSS Says It Will Ask Supreme Court to Review 3rd Circuit Ruling for Thomson Reuters in Copyright Case | LawSiteslawnext.com