Grammys on the Hill 2026: the TRAIN Act is the AI bill the music industry should be watching

Key highlights

• The Recording Academy lobbied Congress April 21-23, 2026 around three coordinated AI bills: NO FAKES, TRAIN, and CLEAR Acts.
• The TRAIN Act gives creators a legal mechanism to subpoena AI training data — forcing companies to disclose what music they used and when.
• CISAC and PMP Strategy project €4 billion in creator revenue losses by 2028 if no legislation passes.

AI legislation has a poster child and a sleeper hit

More than 200 Recording Academy members descended on Capitol Hill this week for the 25th Grammys on the Hill. The three-day event (April 21-23, Washington D.C.) was the first time a single technology issue has dominated all three of the Recording Academy’s legislative priorities. The target: three coordinated AI bills designed to protect music creators at the federal level.

Sen. Chris Coons (D-DE) and Rep. María Elvira Salazar (R-FL) were honored for their work on the NO FAKES Act, the bill that gets all the headlines. It would create a federal property right over a person’s voice and likeness, giving every artist a legal tool against unauthorized AI cloning. The bipartisan recognition signals genuine cross-aisle momentum. On the Grammys on the Hill 2026 stage, Recording Academy CEO Harvey Mason jr. framed it plainly: “Music creators must remain at the center of every conversation shaping the future of the industry.”

Three bills, one coordinated push

The Recording Academy recap confirms the three-bill strategy covers distinct ground:

• NO FAKES Act — federal property right over voice and likeness; stops AI cloning without consent
• TRAIN Act — gives creators an administrative subpoena process to discover what copyrighted works were used to train AI models
• CLEAR Act — requires AI companies to notify the US Copyright Office of all copyrighted material used in training

Advocacy Day (April 22) brought artists, producers, and songwriters directly to Congressional offices. Senators Marsha Blackburn and Peter Welch participated in the parallel Future Forum on April 23, alongside Lyor Cohen, Global Head of Music at Google & YouTube. As Music Ally reported, the three bills represent the most coordinated legislative push from the music industry on AI to date.

The TRAIN Act is the bill tech companies fear most

The takeaway: NO FAKES gets the emotional coverage. TRAIN has the structural teeth.

Media attention gravitates toward NO FAKES because voice cloning is visceral and easy to explain. A deepfake incident like the one that hit deadmau5 lands harder than a disclosure requirement. But the TRAIN Act’s subpoena power is the mechanism that actually threatens the AI industry’s core business model.

AI companies have guarded their training datasets as trade secrets. The TRAIN Act would allow any creator to launch an administrative process to find out whether their specific recordings were used. That’s not a hypothetical risk for companies like Suno and Udio, who are already in court. The indie class action against Suno and Udio relies on circumstantial evidence because creators currently have no legal mechanism to compel disclosure. TRAIN would change that.

The CISAC/PMP Strategy projection of €4 billion in creator revenue losses by 2028 gives legislators an economic argument that goes beyond artists’ rights. This isn’t about feelings. It’s about a documented financial transfer from creators to AI companies with no compensation mechanism in place.

For context: when the DMCA passed in 1998, the music industry was reacting to digital disruption. In 2026, the Recording Academy is trying to shape the rules before the damage compounds. The UK government’s retreat on AI copyright opt-out shows how quickly legislative momentum can evaporate. The 6-month forecast is cautious: NO FAKES has the strongest political momentum, but the TRAIN Act faces the most organized opposition from the tech lobby and may be scaled back or bundled into broader AI legislation.

What independent artists should do right now

The legislative window for influencing AI law is narrow. Once frameworks are set, they tend to stick for decades — the DMCA is 28 years old and still governing disputes that its drafters could not have anticipated.

The streaming platform AI rules already in place were set without federal law requiring them. Federal legislation would create binding standards that platforms couldn’t simply adjust in their terms of service.

If any of these three bills matter to you, contact your congressional representatives directly. The TRAIN Act in particular would give individual artists a legal tool to determine whether their specific music was used to train AI models. That right is worth fighting for before it gets negotiated away in a broader tech industry deal. The Hill’s coverage lists the lawmakers who showed up. Find yours.