ab-interpreterInterpret A/B test results for ecommerce campaigns and pages by checking statistical significance, practical effect size, and next-step recommendations.
Install via ClawdBot CLI:
clawdbot install leooooooow/ab-interpreterGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated May 20, 2026
An online retailer runs an A/B test on a simplified checkout flow versus the existing one. The tool evaluates statistical significance, practical effect size, and segment effects, ensuring the winning variant actually improves conversion without hurting AOV or refund rates.
A SaaS company tests two call-to-action buttons on their landing page. The interpreter checks for statistical power, guards against peeking, and compares lift against the pre-defined MDE, recommending whether to ship, extend, or redesign.
A mobile app startup tests two onboarding flows to improve activation. The tool checks for novelty effects, segment stability across device types, and ensures the lift holds beyond the first week before shipping.
A marketing team tests two subject lines for a promotional email. The interpreter identifies that a statistically significant result may still be below the practical MDE, recommending a larger sample or extension before rolling out.
A news publisher tests a metered paywall against a hard paywall. The tool assesses revenue guardrails, segment contradictions (e.g., returning vs. new users), and provides a clear verdict with a prescribed next step.
An online store with high traffic relying on conversion rate optimization to increase revenue. The tool ensures that shipped variants deliver real, durable lifts without harming other metrics like refund rate or AOV.
A subscription-based software company using A/B tests to optimize free trial sign-ups and paid conversion. The interpreter helps avoid shipping noise that could erode trust or degrade the user experience.
A marketing agency that runs A/B tests for multiple clients. The tool provides a structured, defensible methodology to deliver clear, actionable recommendations, reducing the risk of false positives and increasing client trust.
💬 Integration Tip
Integrate with your analytics platform (e.g., Google Analytics, Mixpanel) to automatically feed test data into the interpreter. Ensure all required fields (hypothesis, variants, MDE, guardrails) are predefined before starting the test.
Scored May 20, 2026
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