
Novelty Effect Bias in Ecommerce A/B Tests
Early test wins often fade when users stop noticing the change.
Story: Marcus Delacroix-Webb

Early test wins often fade when users stop noticing the change.
Story: Marcus Delacroix-Webb

Chat logs reveal what shoppers actually want, not just where they click.
Story: Marcus Delacroix-Webb

Shopify captures all revenue server-side while GA4 misses 10-20% due to browser limitations.
Story: Marcus Delacroix-Webb

Most AI-assisted conversion claims wildly overstate their actual impact.
Story: Deon Matsemela

Engaged shopper cohorts replace blended conversion rates with intent-based measurement.
Story: Deon Matsemela
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Holdout groups are the only reliable way to measure what AI shopping tools actually add to revenue.
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Traffic volume and page maturity, not testing sophistication, determine which method wins.
Story: Priya Nambiar

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.
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Shoppers fear subscription toggles because they can't see the price, the savings, or the exit.
Story: Deon Matsemela

Most DTC bounce rates stem from weak post-click pages, not bad traffic targeting.
Story: Priya Nambiar