Intellectual Property (AI-Generated)

The IP implications of AI-generated content create legal exposure that many enterprises have not yet fully mapped. On the output side, the central question is whether AI-generated content qualifies for copyright protection and, if so, who owns it. In the United States, courts and the Copyright Office have consistently held that works lacking human authorship cannot be copyrighted, which means AI-generated content produced without substantial human creative direction may be unprotectable — a significant concern for enterprises seeking to monetize AI-generated assets. The EU and other jurisdictions are evolving toward different frameworks, creating a patchwork of protectability standards that multinational enterprises must navigate jurisdiction by jurisdiction.

On the input side, enterprises face substantial litigation risk from the use of copyrighted training data. Foundational AI models — including many commercially available models — were trained on data scraped from the web without explicit license from content creators. Ongoing litigation against AI developers in the U.S. and Europe may result in injunctions, damages awards, or training data disclosure requirements that could affect the commercial viability of models built on contested training data. Enterprises that deploy these models for revenue-generating applications should understand their exposure and evaluate whether the indemnification terms offered by AI vendors adequately cover downstream liability.

Governance practices for AI IP include establishing a policy on human contribution thresholds for copyrightable outputs, maintaining records of the AI systems and model versions used to generate specific assets, implementing review processes for AI-generated code to detect potential open-source license contamination, and engaging IP counsel experienced in AI to review enterprise AI usage policies. Organizations that proactively build AI IP governance into their legal operations function are better positioned to exploit AI-generated content commercially while managing the residual legal risk.