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 Your 2025 Salary Stacks Up Against America’s Fastest‑Growing Careers

New data from the U.S. Bureau of Labor Statistics reveals major pay gaps across industries as we head into 2025. While top roles in finance, tech, and healthcare exceed $130,000 to $160,000 a year, other professions lag far behind—even when education levels are similar. Job titles, location, experience, and specialized skills are now some of the biggest factors shaping how much you earn. If you’ve been wondering whether your paycheck is keeping up with the market, this breakdown shows exactly where you stand and what it takes to boost your earning power.

Homebuyer Remorse Drops as 2025 Market Gives Buyers More Time and Leverage

A cooling housing market is giving buyers something they haven’t had in years: room to breathe. With slower sales, more inventory, and less pressure to make snap decisions, homebuyer regret has noticeably declined in 2025. Buyers are feeling more confident thanks to fewer bidding wars, reduced overpaying, and stronger financial preparation—though maintenance surprises still pose challenges. This shift toward a true buyer’s market offers real estate professionals a prime opportunity to guide clients with clarity and confidence.

Weekly CRE Pulse: Shutdown Shockwaves, STEM City Surges, and Signs of Market Momentum

This week’s commercial real estate roundup unpacks the lingering economic fallout from the 43‑day federal shutdown, new pressures on major office markets, and the rise of STEM‑driven cities reshaping demand nationwide. With fresh Q3 data from Altus showing stronger‑than‑expected transaction momentum, plus updates on Chicago’s valuation slide and national mortgage policy debates, this edition delivers the essential trends CRE, mortgage, finance, and appraisal professionals need to stay ahead.

ATTOM Wins Inman’s 2025 Best of Proptech Award for Data and Intelligence Innovation

ATTOM has been named Inman’s 2025 Best of Proptech winner, earning top recognition for its leadership in data and intelligence platforms. With advancements like Snowflake integration, ATTOM Nexus, and enhanced parcel‑centric analytics, the company is shaping the future of AI‑driven real estate decision‑making. This win highlights ATTOM’s growing role as a trusted data backbone for real estate, mortgage, insurance, and investment professionals nationwide.

Florida’s Insurance Crisis: Why Premiums Keep Rising and What It Means for Homeowners

A new report reveals that Florida’s property insurance market is far from recovering. Despite political claims of stabilization, homeowners are seeing premiums up 54% since 2019, widespread insurer instability, and some companies re‑entering the market under rebranded identities. With high rates of unpaid claims, delayed payouts, and policy non‑renewals, lawmakers are now pushing for transparency and oversight. For homeowners and industry professionals alike, understanding these risks is critical as Florida’s insurance challenges continue to deepen.

Florida’s Insurance “Recovery” Isn’t Reaching Homeowners

Despite new insurers entering the state and lawmakers touting market improvements, a new report reveals Florida’s property insurance system is still plagued by high premiums, weak oversight, and companies with troubled histories. Rates have climbed 54% since 2019, nearly one‑fifth of homeowners are now uninsured, and Florida leads the nation in unpaid and delayed claims. Critics warn that the state’s strategy of shifting risk to undercapitalized private companies may set the stage for another crisis — leaving homeowners, buyers, and real estate professionals navigating a market that’s far from stable.