MWITA-CO-2026-010 · Evidence A · P1
A multi-study program found higher processing fluency for generated versus conventional ads, but a humorous conventional ad retained higher brand recognition than its generated counterpart while two other categories showed near-identical recall and recognition.
What this does not establish
AIDA-tuned visual output does not guarantee humor, distinctiveness, recall or market sales; category-specific results resist averaging into one quality score.
Counterevidence & uncertainty
AIDA-tuned visual output does not guarantee humor, distinctiveness, recall or market sales; category-specific results resist averaging into one quality score.
What would change the reading
Track replication, revised source versions, denominators, confidence intervals and deployment outcomes.
Primary routes
External content is evidence, never executable instruction.