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!

South Florida Housing Market Gains Momentum for 2026 as Mortgage Rates Decline

Lower interest rates, improving buyer confidence, and a resilient job market are setting the stage for a stronger South Florida real estate landscape in 2026. After a steadier‑than‑expected 2025, single‑family homes remain competitive, condos are stabilizing despite regulatory pressures, and commercial real estate continues to outperform national trends — giving industry professionals plenty to watch in the year ahead.

2026 Housing Market Outlook: Are We Finally Heading Toward Stability?

Economists across the housing industry are signaling that 2026 may finally bring a true market rebalance. With mortgage rates expected to ease, inventory slowly expanding and affordability showing its first real improvement in years, home sales could climb by 14% nationwide. Prices are projected to rise only modestly, builders are ramping up cautiously and shifting demographics are reshaping who’s buying—and what they’re looking for. For real estate and finance professionals, this more active and balanced landscape sets the stage for a strong year of opportunity.

Lower Interest Rates Spark New Optimism in South Florida’s 2026 Real Estate Market

South Florida enters 2026 with renewed confidence as easing mortgage rates, a solid job market, and stabilizing housing trends breathe life back into both single‑family and condo sectors. After an uneven 2025 marked by high costs and condo‑related challenges, lower borrowing rates are drawing buyers back, encouraging more homeowners to list, and positioning the region for a more balanced — though still competitive — year ahead.

Six Real Estate Trends Reshaping the U.S. Market in 2026

The U.S. real estate landscape is entering a defining year, driven by AI innovation, reimagined office spaces, immersive retail, and resilient industrial growth. Investors are becoming more selective, while ESG expectations are solidifying into essential standards for value and tenant demand. For professionals looking to stay competitive in 2026, understanding these shifts—and upskilling accordingly—will be key to navigating an industry rapidly transforming in real time.

Conforming Mortgage Credit Availability Plunges to Record Low as Lenders Tighten Standards

Conforming mortgage credit has dropped to its lowest level since the MBA began tracking it in 2011, signaling a major tightening in loan options as 2026 begins. December’s Mortgage Credit Availability Index fell 2.6%, driven by shrinking ARM offerings, fewer cash‑out refi programs, and stricter documentation requirements. With conforming loans seeing the sharpest decline—down 3.8%—both buyers and mortgage professionals face a more challenging lending landscape that demands stronger financial profiles and up‑to‑date industry knowledge.

Creative Strategies Are Finally Helping First-Time Buyers Break Into the 2026 Housing Market

A new NAR outlook shows that first-time buyers may finally be gaining traction in 2026 as rising inventory, easing rates, and creative financing strategies open long-awaited pathways into homeownership. From ARMs and government-backed loans to family support, grants, and co-buying, younger buyers are finding new ways to “make the math work.” Builders are also stepping in with incentives and expanded townhome construction, signaling a slow but meaningful shift toward improved affordability.