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!

The Surprising Way to Profit From the AI Boom: It’s Not Tech—It’s Real Estate

While most people chase AI stocks or compete for high‑pressure tech jobs, the real opportunity may be unfolding in AI boomtown real estate. As companies like OpenAI, Anthropic, Microsoft, and NVIDIA mint new waves of wealthy workers, demand for housing in key cities is exploding. From San Francisco to Austin, AI‑driven markets are seeing rising rents, limited inventory, and buyers preparing for massive IPO windfalls. For real estate professionals—or anyone entering the field—this surge represents one of the strongest long‑term opportunities in the industry.

Florida Ends Insurance Surcharge Early, Saving Homeowners $650 Million

Florida is ending its 1 percent emergency insurance surcharge two years ahead of schedule, saving homeowners an estimated 650 million dollars through 2028. Thanks to a calm hurricane season, fewer insurer failures, and reduced lawsuits, officials say the state’s property insurance market is now in its strongest financial position in a decade. The change offers relief for homeowners and new momentum for Florida’s real estate industry, where lower insurance costs can boost buyer confidence and support smoother transactions.

The Hidden Risk: Why Banning Big Investors Could Shrink Housing Options for Millions

A growing political push to block institutional investors from buying single-family homes may sound like a pro-homeowner policy, but the data shows it could do the opposite. Younger and racially diverse renters rely heavily on single-family rentals as an affordable, stable alternative to buying—yet restricting investor participation would shrink this supply, pushing many families into overcrowded housing, motels, or homelessness. The real issue isn’t who buys the homes, but that America doesn’t have enough of them.

Agents Embrace AI and Simplicity: Zillow’s 2026 Survey Shows What Real Estate Pros Really Want

Zillow’s 2026 Agent Trends Survey reveals a major shift in what agents value most: technology that reduces mental drain. Nearly half of agents now use AI tools daily, yet most still juggle multiple platforms that sap their focus. Zillow’s upcoming unified platform, Zillow Pro, aims to streamline workflows and cut cognitive load. The survey also highlights key industry trends, including buyer financial literacy gaps, the importance of relationships for lead generation and the growing need for tech fluency among both new and seasoned real estate professionals.

Florida Cities With the Fastest Growing Home Prices in 2026

Florida’s housing market is still surging, with luxury enclaves like Lake Buena Vista, Jupiter Island, and Golden Beach seeing massive six‑figure price jumps in just one year. Smaller towns such as Old Town, Cross City, and Hosford also posted steady gains, proving demand is rising statewide. For real estate professionals, these trends highlight where buyers are moving, where inventory is tight, and where future opportunities lie—making market literacy an essential advantage for anyone pursuing or expanding a career in Florida real estate.

Rhode Island Unveils Bold Housing Package to Tackle Affordability Crisis

Rhode Island is launching its sixth major housing reform package, aiming to boost affordability through zoning updates, lot splits, code changes, and the revival of single room occupancy and co‑living housing. With the state still recovering from years of underbuilding and soaring home prices, lawmakers hope these reforms will unlock new supply, ease pressure on renters and buyers, and create fresh opportunities for real estate professionals.