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AI Response Style Tester

productapi-pushdaily cycle

A/B test AI system prompt variants to find the response style that maximizes user satisfaction ratings and continued usage.

Primary Metric

User Satisfaction Rating

↑ 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
Minimum 50% satisfaction ratingFloor: 50.0%