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ab-test-architect - Design rigorous, dev-ready A/B tests

Plans and prioritizes A/B tests with hypotheses, metrics, sample sizes, durations, segmentation, and implementation guidance.

Tags

Updated: 2026-10-07
A/B testingconversion rate optimizationexperiment designhypothesis testingsample size planningtest prioritization

Capabilities

Gather testing contextPrioritize ideas with PIEWrite structured hypothesesDefine success metrics

Typical Inputs

Test targetBaseline conversion rateTraffic volume

Typical Outputs

Test prioritization matrixTest hypothesisPrimary metric definition

What this skill does

  • Gather testing context
  • Prioritize ideas with PIE
  • Write structured hypotheses
  • Define success metrics
  • Calculate sample sizes
  • Estimate test duration
  • Plan traffic segmentation

Inputs

  • Test target
  • Baseline conversion rate
  • Traffic volume
  • Optimization problem
  • Test ideas
  • Testing tool
  • Audience definition
  • Supporting evidence
  • Minimum detectable effect

Outputs

  • Test prioritization matrix
  • Test hypothesis
  • Primary metric definition
  • Guardrail metric definitions
  • Sample size estimate
  • Test duration estimate
  • Segmentation strategy
  • Dev-ready test plan

Requirements

    Source

    • Spec: SKILL.md

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