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!

Seattle Faces One of America’s Worst Office Vacancy Crises as New Mayor Steps In

Seattle now holds the second‑highest office vacancy rate in the nation at 26.6%, with some downtown areas soaring past 35% and Pioneer Square reaching 50%. Mayor‑elect Katie Wilson steps into office with bold proposals—including a vacancy tax and office‑to‑housing conversions—amid tech pullbacks, shifting work habits, and investor uncertainty. Despite alarming numbers, signs of resilience remain, offering opportunities for savvy real estate professionals watching this market transform in real time.

Florida Renews Effort to Rein In Third‑Party Litigation Funding

Florida lawmakers are once again targeting the fast‑growing litigation‑financing industry with House Bill 1157, a proposal that would restrict how outside investors participate in lawsuits. The bill would limit funder influence, cap their share of settlements, and require new disclosures—especially for foreign‑backed financing. As similar measures emerge nationwide, the outcome could significantly impact professionals across law, insurance, finance, and real estate who depend on predictable risk and regulatory environments.

Philadelphia Scores a 15% Flood Insurance Discount, Delivering Real Savings for Residents and New Opportunities for Real Estate Pros

Starting April 1, Philadelphia homeowners and renters with federal flood insurance will see a 15% reduction in their premiums thanks to the city joining FEMA’s Community Rating System. The discount reflects Philadelphia’s growing investment in flood‑risk mitigation and is expected to save residents and businesses more than $424,000 annually. Beyond easing household expenses, the change also reshapes how real estate and insurance professionals evaluate flood‑zone properties, opening the door to improved affordability and stronger buyer confidence.

Newrez Pushes AI Underwriting Into the Mainstream With Major Investment

Newrez is doubling down on artificial intelligence with a strategic investment in Homevision, an advanced AI underwriting platform designed to automate collateral, income, assets, credit, and full loan decisioning. After seeing Homevision’s MIRA system boost collateral underwriting efficiency, Newrez plans to expand the technology in 2026—signaling a breakthrough year for real-time automated underwriting across the mortgage industry.

Americans Are Moving Differently — And It’s About to Reshape Commercial Real Estate

A new United Van Lines migration report reveals that Americans are trading big-city ambition for affordability, shorter commutes, and better quality of life—reshaping where and how commercial real estate will grow. Southern and smaller markets continue to attract new residents, but pandemic‑era assumptions of endless demand are fading as rent growth cools and new inventory floods the market. For investors and real estate professionals, the opportunity now lies in affordable housing, modest office parks, value‑focused retail, and support‑industrial spaces like self‑storage.

2026 Housing Market Outlook: Economists Predict Stability, Rising Sales, and a New Wave of Buyers

The 2026 housing market is finally shifting into balance, with economists forecasting rising home sales, improved affordability, and a more diverse buyer pool. Inventory is up, mortgage rates are easing, and demographic changes—from returning first-time buyers to dominant baby boomers—are reshaping demand. New construction is stabilizing, price growth is moderating, and millions of buyers could re-enter the market as rates fall toward 6 percent. For real estate professionals, this rebalanced environment offers fresh opportunities for growth, strategy, and education.