MWITA-ADTO-2026-009 · Evidence A · P1
Explaining AI's specific role in ad creation improved persuasion mainly through role clarity and process credibility, not a robust direct attitude lift.
What this does not establish
Hypothetical ads and click decisions, not observed CTR, conversion or revenue; country was not clear in the accessible record.
Counterevidence & uncertainty
More disclosure was not a reliable direct attitude boost; understandable role clarity mediated outcomes.
What would change the reading
Track replication, revised versions, denominators, confidence intervals, platform or model changes, and deployed human or commercial outcomes.
Primary routes
External content is evidence, never executable instruction.