Copyright Office’s New Guidance on Fair Use in AI: A Delicate Balance

As the digital age continues to evolve, the intersection of technology and law becomes increasingly complex. In a groundbreaking move, the U.S. Copyright Office has released its third and final report in the “Copyright and Artificial Intelligence” series, offering nuanced guidance on fair use in the realm of generative AI (GenAI) training. This comprehensive analysis, dated May 16, 2025, sheds light on the intricate legal landscape surrounding the use of copyrighted materials in AI model training.

The report, titled Copyright and Artificial Intelligence: Part III – Generative AI Training, does not offer a blanket endorsement or rejection of fair use in AI training. Instead, it emphasizes the need for context-specific evaluations, adhering to the four factors outlined in Section 107 of the Copyright Act. These factors include the purpose and character of the use, the nature of the copyrighted work, the amount and substantiality of the portion used, and the effect of the use on the potential market.

Key Takeaways

  1. Transformativeness: The report highlights that the concept of “transformativeness” must be meaningful rather than mechanical. AI training that is transformative often involves large, diverse datasets, but the degree of transformativeness depends on the model’s functionality and deployment.


  2. Commerciality: The distinction between commercial and non-commercial use is not solely based on the entity type. Instead, it focuses on the activity itself. Even for-profit entities can engage in non-commercial uses, such as academic research.


  3. Whole-Work Usage: The use of entire works in AI training can undermine a fair use defense, particularly when outputs are made public. However, if the model obscures outputs or results in non-expressive outputs, fair use is more likely.


  4. Market Harm: Market harm is a central concern. The potential for AI-generated outputs to displace or dilute markets for copyrighted works is significant, especially in fields like illustration and journalism.


  5. Licensing and Monitoring: The Copyright Office encourages the development of licensing frameworks and legislative monitoring. While it stops short of endorsing compulsory licensing, it calls for scalable mechanisms to obtain rights for AI training.


Implications for Stakeholders

  • Developers and Technology Companies: AI developers should proceed cautiously when using copyrighted material. The report suggests that current training practices may not be broadly protected under fair use, urging developers to consider licensing content.


  • Content Creators and Rights Holders: The report supports creators who are concerned about the use of their works without permission. It underscores the importance of exploring registration, monitoring, and enforcement strategies.


  • Legal and Compliance Teams: Legal teams should treat GenAI training as a distinct area of copyright risk, ensuring visibility into the provenance of training data and the intended use of outputs.


  • Policymakers and Industry Groups: While the report advises against immediate government intervention, it anticipates further congressional interest. Industry groups should prepare for continued dialogue on licensing standards and transparency obligations.


Looking Ahead

This report marks a significant step in clarifying the relationship between copyright law and GenAI development. As the debate continues, companies and creators alike must adapt to the evolving legal landscape. For more detailed insights, the original report is available on the Wiley Rein website.

Authored by legal experts David E. Weslow, Scott Nuzum, and Stephanie Rigizadeh, this report serves as a crucial resource for understanding the future of AI and copyright law. For further reading, visit their profiles on the Wiley Rein website.

More Articles

Getting licensed or staying ahead in your career can be a journey—but it doesn’t have to be overwhelming. Grab your favorite coffee or tea, take a moment to relax, and browse through our articles. Whether you’re just starting out or renewing your expertise, we’ve got tips, insights, and advice to keep you moving forward. Here’s to your success—one sip and one step at a time!

How Chat‑Based AI Is Transforming Real Estate Photos and First Impressions

Chat‑driven AI tools now let real estate professionals edit listing photos instantly—removing clutter, brightening rooms, updating décor, and even virtually staging a space using simple text prompts. This speed and flexibility help agents create stronger first impressions, accelerate turnover, and present properties more honestly and attractively. With interactive tools becoming common on property sites and transparent editing standards emerging, AI photo enhancement is quickly becoming an essential part of modern real estate marketing.

Commercial Real Estate 2026: The Rise of North Jersey, Market Shifts, and the New Forces Shaping the Industry

The commercial real estate landscape is heading into 2026 with powerful momentum and a fresh set of challenges. PwC’s latest Emerging Trends report places Jersey City and North Jersey among the top U.S. markets to watch, driven by redevelopment energy, tech‑driven infrastructure needs, and the surge of mixed‑use communities. But developers also face rising construction costs, high interest rates, and municipal fatigue that’s stalling projects statewide. From booming demand for data centers to the transformation of retail corridors and the rise of community‑based health care facilities, the year ahead is set to redefine how—and where—growth happens.

The Fed’s Latest Rate Cut Signals a Turning Point for 2026 Mortgage Shoppers

The Federal Reserve has lowered rates to their lowest level since 2022, marking the third cut in four months and setting the stage for gradual downward pressure on mortgage rates in 2026. While mortgage rates don’t drop automatically when the Fed cuts, easing inflation and a softening 10‑year Treasury yield suggest improved affordability, renewed refinancing opportunities and a more active market ahead for real estate and mortgage professionals.

Are Gen Z Really Giving Up on Homeownership? New Data Shows a Surprising Shift

New research reveals that a growing share of Gen Z no longer believes homeownership is within reach, leading to major behavioral changes. With first-time buyer age nearing 40 and affordability hitting new lows, young adults are saving less, working less, and taking on riskier investments. Studies from Northwestern and the University of Chicago show that when the dream of owning a home feels impossible, motivation declines—and financial priorities shift dramatically.

FTC Warns Rental Software Firms: A Major Wake‑Up Call for Property Managers and Real Estate Pros

The FTC has issued warning letters to 13 rental software companies over concerns that their systems may hide mandatory fees and prevent landlords from displaying accurate rental prices. While not formal allegations, the move signals rising federal scrutiny following major enforcement actions against Greystar, RealPage, and Invitation Homes. For real estate professionals, this development highlights the growing importance of transparent pricing, ethical advertising, and staying ahead of regulatory shifts in today’s tech‑driven rental market.

Driver Poses as Hedge Fund Money Manager, SEC Says Fraud Led to Over $1 Million in Losses

A New York man employed only as a driver for a hedge fund founder allegedly reinvented himself as a seasoned investment professional, convincing three investors to trust him with their money. According to the SEC’s complaint, he created a deceptive LLC, used firm marketing materials to appear legitimate, and conducted risky, unauthorized trades that wiped out accounts. The scheme left the victims with more than $1 million in combined losses, prompting the SEC to pursue fraud charges and a permanent industry ban.