The Art (and Legality) of Imitation: Navigating the Murky Waters of Fair Use in AI Training The National Law Review, July 16, 2025

Sarah C. Reasoner, Ashley N. Higginson, Anita C. Marinelli, Kimberly A. Berger of Miller Canfield   - Miller Canfield Resources, The National Law Review; The Art (and Legality) of Imitation: Navigating the Murky Waters of Fair Use in AI Training 

"The legal landscape for artificial intelligence is still developing, and no outcome can yet be predicted with any sort of accuracy. While some courts appear poised to accept AI model training as transformative, other courts do not. As AI technology continues to advance, the legal system must adapt to address the unique challenges it presents. Meanwhile, businesses and creators navigating this uncertain terrain should stay informed about legal developments and consider proactive measures to mitigate risks. As we await further rulings and potential legislative action, one thing is clear: the conversation around AI and existing intellectual property protection is just beginning."

Two Courts Rule On Generative AI and Fair Use — One Gets It Right; Electronic Frontier Foundation (EFF), June 26, 2025

TORI NOBLE, Electronic Frontier Foundation (EFF); Two Courts Rule On Generative AI and Fair Use — One Gets It Right

 "Gen-AI is spurring the kind of tech panics we’ve seen before; then, as now, thoughtful fair use opinions helped ensure that copyright law served innovation and creativity. Gen-AI does raise a host of other serious concerns about fair labor practices and misinformation, but copyright wasn’t designed to address those problems. Trying to force copyright law to play those roles only hurts important and legal uses of this technology.

In keeping with that tradition, courts deciding fair use in other AI copyright cases should look to Bartz, not Kadrey."

Fair Use or Foul Play? The AI Fair Use Copyright Line; The National Law Review, July 2, 2025

 Jodi Benassi of McDermott Will & Emery  , The National Law Review; Fair Use or Foul Play? The AI Fair Use Copyright Line

"Practice note: This is the first federal court decision analyzing the defense of fair use of copyrighted material to train generative AI. Two days after this decision issued, another Northern District of California judge ruled in Kadrey et al. v. Meta Platforms Inc. et al., Case No. 3:23-cv-03417, and concluded that the AI technology at issue in his case was transformative. However, the basis for his ruling in favor of Meta on the question of fair use was not transformation, but the plaintiffs’ failure “to present meaningful evidence that Meta’s use of their works to create [a generative AI engine] impacted the market” for the books."

The Anthropic Copyright Ruling Exposes Blind Spots on AI; Bloomberg, June 26, 2025

 Dave Lee , Bloomberg; The Anthropic Copyright Ruling Exposes Blind Spots on AI

[Kip Currier: It's still early days in the AI copyright legal battles underway between AI tech companies and everyone else whose training data was "scarfed up" to enable the former to create lucrative AI tools and products. But cases like this week's Anthropic lawsuit win and another suit won by Meta (with some issues still to be adjudicated regarding the use of pirated materials as AI training data) are finally now giving us some more discernible tea leaves" and "black letter law" as to how courts are likely to rule vis-a-vis AI inputs.

This week being the much ballyhooed 50th anniversary of the so-called "1st summer blockbuster flick" Jaws ("you're gonna need a bigger boat"), these rulings make me think we the public may need a bigger copyright law schema that sets out protections for the creatives making the fuel that enables stratospherically profitable AI innovations. The Jaws metaphor may be a bit on-the-nose, but one can't help but view AI tech companies akin to rapacious sharks that are imperiling the financial survival and long-standing business models of human creators.

As touched on in this Bloomberg article, too, there's a moral argument that what AI tech folks have done with the uncompensated use of creative works, without permission, doesn't mean that it's ethically justifiable simply because a court may say it's legal. Or that these companies shouldn't be required by updated federal copyright legislation and licensing frameworks to fairly compensate creators for the use of their copyrighted works. After all, billionaire tech oligarchs like Zuckerberg, Musk, and Altman would never allow others to do to them what they've done to creatives with impunity and zero contrition.

Are you listening, Congress?

Or are all of you in the pockets of AI tech company lobbyists, rather than representing the needs and interests of all of your constituents and not just the billionaire class.] 

[Excerpt]

"In what is shaping up to be a long, hard fight over the use of creative works, round one has gone to the AI makers. In the first such US decision of its kind, District Judge William Alsup said Anthropic’s use of millions of books to train its artificial-intelligence model, without payment to the sources, was legal under copyright law because it was “transformative — spectacularly so.”...

If a precedent has been set, as several observers believe, it stands to cripple one of the few possible AI monetization strategies for rights holders, which is to sell licenses to firms for access to their work. Some of these deals have already been made while the “fair use” question has been in limbo, deals that emerged only after the threat of legal action. This ruling may have just taken future deals off the table...

Alsup was right when he wrote that “the technology at issue was among the most transformative many of us will see in our lifetimes.”...

But that doesn’t mean it shouldn’t pay its way. Nobody would dare suggest Nvidia Corp. CEO Jensen Huang hand out his chips free. No construction worker is asked to keep costs down by building data center walls for nothing. Software engineers aren’t volunteering their time to Meta Platforms Inc. in awe of Mark Zuckerberg’s business plan — they instead command salaries of $100 million and beyond. 

Yet, as ever, those in the tech industry have decided that creative works, and those who create them, should be considered of little or no value and must step aside in service of the great calling of AI — despite being every bit as vital to the product as any other factor mentioned above. As science-fiction author Harlan Ellison said in his famous sweary rant, nobody ever wants to pay the writer if they can get away with it. When it comes to AI, paying creators of original work isn’t impossible, it’s just inconvenient. Legislators should leave companies no choice."

Anthropic’s AI copyright ‘win’ is more complicated than it looks; Fast Company, June 24, 2025

CHRIS STOKEL-WALKER, Fast Company;Anthropic’s AI copyright ‘win’ is more complicated than it looks

"And that’s the catch: This wasn’t an unvarnished win for Anthropic. Like other tech companies, Anthropic allegedly sourced training materials from piracy sites for ease—a fact that clearly troubled the court. “This order doubts that any accused infringer could ever meet its burden of explaining why downloading source copies from pirate sites that it could have purchased or otherwise accessed lawfully was itself reasonably necessary to any subsequent fair use,” Alsup wrote, referring to Anthropic’s alleged pirating of more than 7 million books.

That alone could carry billions in liability, with statutory damages starting at $750 per book—a trial on that issue is still to come.

So while tech companies may still claim victory (with some justification, given the fair use precedent), the same ruling also implies that companies will need to pay substantial sums to legally obtain training materials. OpenAI, for its part, has in the past argued that licensing all the copyrighted material needed to train its models would be practically impossible.

Joanna Bryson, a professor of AI ethics at the Hertie School in Berlin, says the ruling is “absolutely not” a blanket win for tech companies. “First of all, it’s not the Supreme Court. Secondly, it’s only one jurisdiction: The U.S.,” she says. “I think they don’t entirely have purchase over this thing about whether or not it was transformative in the sense of changing Claude’s output.”"

The U.S. Copyright Office used to be fairly low-drama. Not anymore; NPR, June 6, 2025

Andrew Limbong, NPR ; The U.S. Copyright Office used to be fairly low-drama. Not anymore

"The U.S. Copyright Office is normally a quiet place. It mostly exists to register materials for copyright and advise members of Congress on copyright issues. Experts and insiders used words like "stable" and "sleepy" to describe the agency. Not anymore...

Inside the AI report

That big bombshell report on generative AI and copyright can be summed up like this – in some instances, using copyrighted material to train AI models could count as fair use. In other cases, it wouldn't.

The conclusion of the report says this: "Various uses of copyrighted works in AI training are likely to be transformative. The extent to which they are fair, however, will depend on what works were used, from what source, for what purpose, and with what controls on the outputs—all of which can affect the market."

"It's very even keeled," said Keith Kupferschmid, CEO of the Copyright Alliance, a group that represents artists and publishers pushing for stronger copyright laws.

Kupferschmid said the report avoids generalizations and takes arguments on a case-by-case basis.

"Perlmutter was beloved, no matter whether you agreed with her or not, because she did the hard work," Kupferschmid said. "She always was very thoughtful and considered all these different viewpoints."

It remains to be seen how the report will be used in the dozens of legal cases over copyright and AI usage."

How to tell when AI models infringe copyright; The Washington Post, March 24, 2024

Editorial Board, The Washington Post; How to tell when AI models infringe copyright

"Fair use has been a big part of AI companies’ defense. No matter how well a plaintiff manages to argue that a given AI model infringes copyright, the AI maker can usually point to the doctrine of fair use, which requires consideration of multiple factors, including the purpose of the use (here, criticism, comment and research are favored) and the effect of the use on the marketplace. If, in using a copied work, an AI model adds “something new,” it is probably in the clear."

Should AI be treated the same way as people are when it comes to copyright law? ; The Hill, March 24, 2025

 NICHOLAS CREEL, The Hill ; Should AI be treated the same way as people are when it comes to copyright law? 

"The New York Times’s lawsuit against OpenAI and Microsoft highlights an uncomfortable contradiction in how we view creativity and learning. While the Times accuses these companies of copyright infringement for training AI on their content, this ignores a fundamental truth: AI systems learn exactly as humans do, by absorbing, synthesizing and transforming existing knowledge into something new."

Rock & Roll Hall of Fame Aims to Axe Copyright Lawsuit Over Van Halen Guitar Photo; Billboard, January 22, 2025

BILL DONAHUE , Billboard; Rock & Roll Hall of Fame Aims to Axe Copyright Lawsuit Over Van Halen Guitar Photo

"The Rock Hall is just the latest company to face such a lawsuit from Zlozower, who also snapped images of Led Zeppelin, The Rolling Stones, Michael Jackson and Bruce Springsteen over a decades-long career. Since 2016, court records show he’s filed nearly 60 copyright cases against a range of defendants over images of Elvis Costello, Guns N’ Roses, Mötley Crüe and more...

In their motion to dismiss the case, the Rock Hall’s attorneys say the museum made a “transformative use” of Zlozower’s original image — a key question when courts decide fair use. They say the Hall used it not simply as an image of the band, but “to contextualize Eddie Van Halen’s instruments on display in the museum as historical artifacts.”

“RRHOF incorporated a portion of plaintiff’s photograph displayed next to the exhibition object, as one piece of source material to document and represent the use of the guitar,” the museum’s lawyers write. “This proximal association between source material and exhibition object helps visitors connect information and delve more deeply into the exhibition objects.”

In making that argument, the Hall’s attorneys had a handy piece of legal precedent to cite: A 2021 ruling by a federal appeals court tossed out a copyright lawsuit against New York City’s Metropolitan Museum of Art over the use of another image of Van Halen in a different exhibit on the same famous set of guitars."

News organizations sue OpenAI over copyright infringement claims; Jurist.org, January 16, 2025

 Harjaap Ahluwalia | Osgoode Hall Law School, CA, Jurist.org; News organizations sue OpenAI over copyright infringement claims

"The case centers on allegations that OpenAI unlawfully utilized copyrighted content from various publishers, including The New York Times, to train its generative AI models and the hearing could determine whether OpenAI will face trial.

The plaintiffs claim that ChatGPT’s ability to generate human-like responses stems from the unauthorized use of their work without permission or compensation to develop their large language models (LLMs). OpenAI and its financial backer Microsoft argue that its use of data is protected under the fair use doctrine, which allows limited use of copyrighted material without permission for purposes such as commentary, criticism or education.

Additionally, OpenAI’s legal team asserts that The New York Times has not demonstrated actual harm resulting from their practices and that its use of the copyrighted material is transformative as it does not replicate the content verbatim. On the other hand, the plaintiffs are arguing copyright infringement because OpenAI removed identifiable information such as author bylines and publication details when using the content. They also contend that the LLMs absorb and reproduce expressions from the training data without genuine understanding."

Music labels' AI lawsuits create copyright puzzle for courts; Reuters, August 4, 2024

Blake Brittain, Reuters; Music labels' AI lawsuits create copyright puzzle for courts

"Suno and Udio pointed to past public statements defending their technology when asked for comment for this story. They filed their initial responses in court on Thursday, denying any copyright violations and arguing that the lawsuits were attempts to stifle smaller competitors. They compared the labels' protests to past industry concerns about synthesizers, drum machines and other innovations replacing human musicians...

The labels' claims echo allegations by novelists, news outlets, music publishers and others in high-profile copyright lawsuits over chatbots like OpenAI's ChatGPT and Anthropic's Claude that use generative AI to create text. Those lawsuits are still pending and in their early stages.

Both sets of cases pose novel questions for the courts, including whether the law should make exceptions for AI's use of copyrighted material to create something new...

"Music copyright has always been a messy universe," said Julie Albert, an intellectual property partner at law firm Baker Botts in New York who is tracking the new cases. And even without that complication, Albert said fast-evolving AI technology is creating new uncertainty at every level of copyright law.

WHOSE FAIR USE?

The intricacies of music may matter less in the end if, as many expect, the AI cases boil down to a "fair use" defense against infringement claims - another area of U.S. copyright law filled with open questions."

‘The People’s Joker’ and the Perils of Playing With a Studio’s Copyright; The New York Times, April 1, 2024

 Eric Grode, The New York Times; ‘The People’s Joker’ and the Perils of Playing With a Studio’s Copyright

"The Joker may be the purview of DC Comics, not Marvel, but the fear of running afoul of copyright laws was no less of a concern.

“I kept myself very informed legally in terms of what qualifies as a parody and what fair use really is,” said Drew, referring to the legal doctrine that allows artists to use copyrighted material without permission or consequence depending on the circumstances. The “People’s Joker” poster calls it “A Fair Use Film by Vera Drew.”

Rebecca Tushnet, a professor at Harvard Law School and an expert in fair use, said artistic works find themselves on safer legal ground when they comment on the original material in a transformative way.

“Favored use is critical in that it performs an interpretation,” said Tushnet, who has not seen the film but was willing to discuss it in the abstract. “A parody is the classic example, but it doesn’t have to be funny. If the metaphor that the Joker represents here is a different metaphor, then it might well fall under the category of transformative fair use."”

No Fair Use for Photo Used Without Required Attribution; The National Law Review, February 15, 2024

Timothy M. Dunker of McDermott Will & Emery, The National Law Review; No Fair Use for Photo Used Without Required Attribution

"The US Court of Appeals for the Fourth Circuit concluded that the copyright on a photograph of an entertainment icon was the subject of a valid copyright registration and that use of the photograph in an article missing the author’s required attribution language was not otherwise “fair use.” Philpot v. Independent Journal Review, Case No. 21-2021 (4th Cir. Feb. 6, 2024) (King, Wynn, Rushing, JJ.)

Larry Philpot, a professional concert photographer, photographed Ted Nugent at a concert in July 2013. In August 2013, Philpot registered the photograph with the US Copyright Office and published the photograph on Wiki Commons under a Creative Commons License specifying that anyone could use the photograph for free as long as they provided the following attribution: “Photo Credit: Larry Philpot of www.soundstagephotography.com.”"

The Death of the Litmus Test; Chicago-Kent Intellectual Property Journal, December 20, 2023

Dale Cendali, Abbey Quigley , Chicago-Kent Intellectual Property Journal; The Death of the Litmus Test

Kat Von D Claims Miles Davis Tattoo Is ‘Fair Use’ at Unusual Copyright Trial; Rolling Stone, January 23, 2024

 NANCY DILLON, Rolling Stone; Kat Von D Claims Miles Davis Tattoo Is ‘Fair Use’ at Unusual Copyright Trial

"Jurors now hearing the case will have to decide whether Von D’s reproduction falls under the “fair use” doctrine that allows limited use of copyrighted material without permission. Artistic representations of copyrighted work can be protected by fair use if they “transform” the subject work into something new, such as a parody, critique, or news report."

Copyright claim against Tolkien estate backfires on Lord of the Rings fanfiction author; The Guardian, December 18, 2023

 Safi Bugel, The Guardian; Copyright claim against Tolkien estate backfires on Lord of the Rings fanfiction author

"A Lord of the Rings fanfiction writer has lost a copyright lawsuit over the publication of his own sequel to the much-loved series after opening up a counterproductive legal battle against JRR Tolkien’s estate."

Scraping or Stealing? A Legal Reckoning Over AI Looms; Hollywood Reporter, August 22, 2023

Winston Cho, The Hollywood Reporter ; Scraping or Stealing? A Legal Reckoning Over AI Looms

"Engineers build AI art generators by feeding AI systems, known as large language models, voluminous databases of images downloaded from the internet without licenses. The artists’ suit revolves around the argument that the practice of feeding these systems copyrighted works constitutes intellectual property theft. A finding of infringement in the case may upend how most AI systems are built in the absence of regulation placing guardrails around the industry. If the AI firms are found to have infringed on any copyrights, they may be forced to destroy datasets that have been trained on copyrighted works. They also face stiff penalties of up to $150,000 for each infringement.

AI companies maintain that their conduct is protected by fair use, which allows for the utilization of copyrighted works without permission as long as that use is transformative. The doctrine permits unlicensed use of copyrighted works under limited circumstances. The factors that determine whether a work qualifies include the purpose of the use, the degree of similarity, and the impact of the derivative work on the market for the original. Central to the artists’ case is winning the argument that the AI systems don’t create works of “transformative use,” defined as when the purpose of the copyrighted work is altered to create something with a new meaning or message."

Prosecraft has infuriated authors by using their books without consent – but what does copyright law say?; The Conversation, August 9, 2023

Dilan Thampapillai Associate Professor, University of New South Wales, UNSW Sydney , The Conversation; Prosecraft has infuriated authors by using their books without consent – but what does copyright law say?

"In amending its laws, Australia legislated that parody or satire could form the basis of a fair dealing exception. A specific transformative use exception was not created. 

So, it is significantly less clear as to whether the use contemplated by Prosecraft or Shaxpir would be considered fair dealing in Australia. 

Australia has either missed a trick or dodged a bullet by failing to include transformative use as a fair dealing exception. It depends where you stand in the ongoing conflict between AI tech and human authors. But Australia’s laws are less AI-friendly than the US.

For the moment, published human authors are banking on the idea that if they can knock out the shadow library, they can hobble the reach of AI tech."

AI learned from their work. Now they want compensation.; The Washington Post, July 16, 2023

 Gerrit De Vynck, The Washington Post; AI learned from their work. Now they want compensation.

"Artists say the livelihoods of millions of creative workers are at stake, especially because AI tools are already being used to replace some human-made work. Mass scraping of art, writing and movies from the web for AI training is a practice creators say they never considered or consented to.

But in public appearances and in responses to lawsuits, the AI companies have argued that the use of copyrighted works to train AI falls under fair use — a concept in copyright law that creates an exception if the material is changed in a “transformative” way."

Commentary: Warhol decision’s implications for creators, artists; Minnesota Lawyer, June 16, 2023

 Jack Amaral and Jon Farnsworth, Spencer Fane LLP, Minnesota Lawyer; Commentary: Warhol decision’s implications for creators, artists

"Impact on artists and copyright holders

This decision is a victory for copyright holders. Although copyright infringement and analysis of the Fair Use Doctrine is a case-by-case factual analysis where a judge determines whether fair use is a valid defense based on the four factors above, this decision sends a clear message that commercial uses of copyrighted works might be less likely to be considered fair use. This decision could have a significant impact on photographers, artists, and other creators such as software engineers.

Creators who build off copyrighted works should be aware of this decision and know the potential consequences of building off of other’s work. This decision will likely make it more difficult to show a work is “transformative” while leaving an artist open to liability...

Takeaways for creators and businesses:

• If you have current works that are protected under copyright law, keep your eyes peeled for potentially infringing works. Speak with an experienced intellectual property attorney to see if you may have a valid infringement claim.
• If you build off of other creator’s work to create your own, speak to an intellectual property attorney who will walk you through the four factors of the Fair Use Doctrine and help determine if your work could be considered infringement and open you up to potential liability."