Seasonal Creative Refresh Planning for AI Ad Campaigns
Treat AI ad seasonality as a conversational intent problem, not a creative one.
Mei-Ling Tran
Section
Creative Testing
5 stories in Creative Testing.
Statistical Significance Thresholds for Low-Volume AI Ad Tests
AI ad tests need higher statistical bars than legacy platforms due to low impression volume.
Renata Szymańska
Testing Recommendation-Style vs Direct-Response Copy in AI Ads
Conversational ads perform better when copy matches the user's intent stage, not just the topic.
Mei-Ling Tran
Applying Winning AI Ad Creative Learnings Across Campaigns
Test winning ad creative elements in new campaigns before scaling them across your portfolio.
Renata Szymańska
A/B Testing Ad Copy Variables in Conversational AI Placements
Testing conversational ad copy requires controlling for context that search ads can ignore.
Mei-Ling Tran