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Error Message & Empty State Optimizer

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A/B test error messages and empty state designs to maximize user recovery rates — getting users back on track after encountering errors.

Primary Metric

User Recovery Rate

↑ Higher is better

Experiment Settings

Variants per round: 4

Max rounds: 8

Min sample size: 500

Guard Rails

Experiments auto-pause if these thresholds are breached

Minimum 20% recovery rateFloor: 20.0%