AI’s evolution may mirror Netflix’s shift from distributor to creator, raising new IP challenges. As AI trains on expert work and offers advice, it could compete with practitioners, blurring lines of authorship, expertise, and fair competition. Key concerns include whether AI outputs are derivative, mimic specific experts, or infringe on reputation and branding rights, prompting complex legal questions that courts have yet to fully address.
Trademark and IP attorneys already work in a world where AI systems train on copyrighted works, generate derivative content, and blur longstanding distinctions between creator and copier. But a bigger shift is forming on the horizon, one that could challenge assumptions about authorship, expertise, and competitive fairness.
To see where this may lead, consider how Netflix evolved from a distributor of studio content to a creator and now buyer of majorentertainment brands.
AI may be moving along the same trajectory.
From Training Data to Expert Advice
Today, AI platforms ingest vast amounts of professional writing: legal memos, expert reports, academic work, and consulting material. In that sense, they resemble Netflix in its DVD era, dependent on the studios for content.
But Netflix didn’t remain in the distribution business. Once it understood audience behavior, it began creating its own content. Soon it wasn’t complementing the studios. It was competing with them.
If AI companies follow this path, the implications for IP law are significant.
Where the Tension Will Likely Emerge
When Does a Tool Become a Competitor?
If an AI system begins offering premium expert guidance, legal analysis, or case assessments, it competes with the very practitioners whose work trained it. That raises complex questions in unfair competition, right of publicity, and the limits of professional practice.
What Is the Status of a Model Trained on Expert Work?
When a system learns from thousands of briefs, expert reports, or opinions, is its output transformative, derivative, or something else? Courts have not yet articulated a clear standard.
Can AI Output Mimic a Specific Expert’s Distinctive Approach?
If AI content begins to resemble the voice, reasoning style, or analytical approach of a recognized expert, particularly in high stakes consulting or testimony, questions of false designation and brand protection will emerge. The issue isn’t just copyright. It’s whether the distinctive methodology and reputation an expert has built over decades can be appropriated through pattern recognition.
This article originally appeared in Law.com.