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!

Emerging Greenhouse Risks and Insurance Trends Shaping 2026

The greenhouse industry is entering 2026 with a complex wave of overlapping risks — from rising insurance costs and extreme weather to cyber threats, labor shortages, and unstable supply chains. These challenges aren’t isolated; they compound one another, increasing pressure on growers and business owners alike. Insights from industry experts reveal the key trends shaping risk management in the year ahead and what operators must do now to stay resilient.

Bank Regulations Are Shifting — How New FDIC Rules Are Reshaping Commercial Real Estate

New FDIC reporting rules are changing how banks classify and disclose commercial real estate loans, replacing the old Troubled Debt Restructuring label with clearer “financial difficulty” modifications and expanding transparency across structured products and capital requirements. These updates may briefly tighten lending but ultimately promise stronger liquidity, cleaner risk data, and more predictable CRE financing as banks adapt.

AI in Real Estate: The Market Shift Every Professional Must Prepare For

Artificial intelligence is no longer an upcoming trend—it's already reshaping how real estate professionals work, compete, and win. With the AI real estate sector set to surge from $222B in 2024 to nearly $1T by 2029, the industry is undergoing a rapid transformation in valuations, virtual tours, listings, investment analysis, and client management. Agents and investors who embrace AI tools are gaining unprecedented efficiency and insight, while those who resist risk falling behind.

The 50‑Year Mortgage Debate: Lifeline for Buyers or Decades of Debt?

The Federal Housing Finance Agency is weighing the idea of 50‑year mortgages, a move that could make monthly payments more affordable but dramatically increase total interest costs. Supporters say it may help young professionals break into the housing market, while critics warn it could trap families in half a century of debt. As the industry debates this controversial loan option, real estate and mortgage professionals must stay informed to guide clients through the shifting landscape.

December Mortgage Outlook: Why Rates May Rise Despite Market Confusion

December is shaping up to be another unpredictable month for mortgage rates. With the Federal Reserve signaling mixed messages, key economic reports running behind schedule, and lenders already looking ahead to 2026, rates could face upward pressure. Experts from Fannie Mae and the MBA project an average 30‑year rate around 6.3% for late 2025, suggesting a potential December bump. For real estate and mortgage professionals, understanding this volatility isn’t just helpful — it’s a competitive edge.

The Housing Market Hits a Winter Chill

Sellers are cutting prices at record levels, delistings are surging to highs not seen since 2017, and buyers remain hesitant despite slightly lower mortgage rates. With affordability still strained and new construction slowing, the 2025 housing market is entering a deeper‑than‑usual winter slowdown marked by caution on all sides.