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Upgrade / Upsell Prompt Optimizer

productembed-scriptdaily cycle

A/B test upgrade and upsell prompts — copy, timing, and trigger logic — to maximize upgrade conversion rates without increasing churn.

Primary Metric

Upgrade Conversion Rate

↑ Higher is better

Experiment Settings

Variants per round: 3

Max rounds: 10

Min sample size: 500

Guard Rails
Experiments auto-pause if these thresholds are breached
Max 2% churn rate — auto-pause if exceededFloor: 2.0%
Minimum 0.5% upgrade conversionFloor: 0.5%