Hypothesis Engine

Experiment Testing Roadmap

10 structured hypothesis testing specifications translating behavioral signals into actionable A/B experiments.

EXP-01Effort: Medium

Cart Abandonment SMS & Web Push Recovery

Hypothesis:

Sending a discount/reminder notification 15 mins after cart abandonment will recover 5-10% of lost sessions.

Target: Users who add to cart and remain inactive for 15+ mins
Lift: +8.5%
EXP-02Effort: Low

BNPL (Buy Now Pay Later) Widget on $300+ Products

Hypothesis:

Displaying 4x interest-free payment options reduces cart removals in the $300-$700 price band.

Target: Visitors viewing products priced > $300
Lift: +12.0%
EXP-03Effort: Low

1-Click Cross-Sell Bundle Modal

Hypothesis:

Prompting complementary screen protectors upon smartphone cart addition increases AOV.

Target: Smartphone category cart add events
Lift: +15.4%