Experimentation roadmap Articles — Atticus Li

Atticus Li

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Experimentation roadmap

Articles exploring experimentation roadmap through the lens of behavioral science and experimentation. Practical frameworks for growth leaders who measure in revenue, not vanity metrics.

2 articles

test prioritization Mar 28, 2026 10 min read

Automated Experiment Velocity: AI-Powered Test Prioritization

Learn how AI-powered test prioritization replaces subjective frameworks like ICE and PIE with data-driven scoring, compounding experiment velocity and turning historical test data into a strategic asset.

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test prioritization Mar 27, 2026 8 min read

How to Prioritize A/B Tests: Frameworks That Actually Work

Move beyond gut-feel prioritization with structured frameworks for ranking A/B test hypotheses. Learn scoring systems, the five-bucket approach, and how to balance opportunity against implementation ease.

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