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!

Florida’s Property Insurance Crisis Reaches Breaking Point as Lawmakers Hit Pause

Florida now leads the nation in property insurance costs, with many homeowners paying more than $10,000 a year for shrinking coverage and higher deductibles. Despite nearly half of hurricane‑related claims ending with no payout and appeals failing over 90% of the time, state leaders say reforms “need more time to work.” With key relief bills stalled and real estate professionals feeling the shockwaves, experts warn that legislative inaction is deepening a crisis that threatens homeownership and the state’s economic stability.

A Time of Reckoning for Commercial Real Estate

Banks are finally calling in billions tied to troubled commercial real estate loans, pushing delinquency rates to historic highs and ending years of “extend and pretend.” With more than 12% of office loans now delinquent and $875 billion in commercial debt maturing in 2026, regional banks and property owners are facing mounting pressure. As valuations drop and refinancing becomes harder, experts warn that tighter lending standards and broader economic ripple effects are on the horizon—making strategic preparation essential for today’s real estate and finance professionals.

Florida Ends FIGA’s 1% Insurance Assessment Two Years Early

Florida policyholders are getting rare good news: the Florida Insurance Guaranty Association is ending its 1% emergency insurance assessment on October 1—two years ahead of schedule. The decision follows a calmer hurricane season, fewer insurer insolvencies, and growing market stability. The early termination is expected to save Floridians up to $650 million, with the average homeowner seeing about $31 in annual savings. This marks another milestone in the state’s insurance market recovery after major legislative reforms in 2022 and 2023.

The Moment Real Estate Realized AI Isn’t a Toy Anymore

The real estate industry has officially moved past its AI honeymoon phase. What began as a fun, optional tool has quietly become the backbone of how agents create content, communicate with clients, and market properties. But with that shift comes rising concern about authenticity, legal risks, and whether consumers will start questioning what they’re really paying agents for. As AI blends into everything from listing descriptions to client advice, professionals now face a new challenge: proving the human value behind the technology.

Commercial Real Estate Is Finally Turning Around: Why 2026 Could Be the Big Rebound Year

After years of volatility, industry analysts say commercial real estate may finally be on the verge of a major comeback. Investment activity is rising, leasing demand is strengthening, and key cities like Manhattan are leading a broader national recovery. With vacancy rates expected to drop and high‑quality buildings outperforming the rest, 2026 is shaping up to be the turning point investors and professionals have been waiting for.

Rising Costs and Slower Premium Growth Signal a Tougher 2026 for P/C Insurance

AM Best warns that the property and casualty insurance market is heading into a more challenging 2026 as premium growth slows, inflation drives up claims costs, and combined ratios rise. Despite a strong 2025, moderating rates, higher repair and construction expenses, and ongoing reserve deficiencies are pressuring profitability. While commercial lines and personal lines both feel the strain, the E&S market continues to expand as traditional carriers pull back. This shifting landscape highlights the need for insurance professionals to stay sharp, informed, and adaptable.