
Holdout Groups for Measuring AI Tool Revenue Lift in DTC
Holdout groups are the only reliable way to measure what AI shopping tools actually add to revenue.
Story: Saoirse Tully
7 stories by Saoirse Tully

Holdout groups are the only reliable way to measure what AI shopping tools actually add to revenue.
Story: Saoirse Tully

Sequence your mobile product gallery to convert: hero image first, then video, then proof.
Story: Saoirse Tully

Respect cart anxiety by clearing trust gaps before showing any upsell offer.
Story: Saoirse Tully

The order of copy on DTC pages matters more than the copy itself.
Story: Saoirse Tully

Quizzes convert shoppers at ten times the rate of static pages by capturing declared preference.
Story: Saoirse Tully

Retailers lose product visibility across AI shopping assistants without machine-readable data.
Story: Saoirse Tully

Structuring product pages to resolve shopper doubts in the order they actually arise.
Story: Saoirse Tully