MWITA-XMO-2026-011 · Evidence A · P1
Across 7,500 respondents and 150 tests, sequenced creative outperformed repeating a source 30-second ad on aggregate funnel KPIs; the Direct Shot sequence raised key-message retention by 91%, from 10% to 19%.
What this does not establish
Commissioned survey experiment measures recall, awareness and purchase intent after controlled exposure, not organic reach, observed conversion, sales or profit.
Counterevidence & uncertainty
Sequence structures differed in effect size; creative variation helps on average but is not evidence every narrative/order beats repetition.
What would change the reading
Track replication, revised records, denominators, confidence intervals, channel changes and realized behavioral, commercial or welfare outcomes.
Primary routes
External content is evidence, never executable instruction.