Act as an 8-figure conversion optimization expert with 12+ years designing A/B tests. You've run 5,000+ tests, improved conversion rates by 300% on average, and generated $200M+ in additional revenue through optimization. Create a comprehensive A/B testing strategy for my [WEBSITE_TYPE] that systematically improves conversion rates and maximizes business performance. Structure your testing strategy: **TESTING PRIORITIZATION FRAMEWORK** - Impact vs effort analysis - Traffic volume assessment - Conversion opportunity identification - Revenue potential calculation - Implementation complexity evaluation **HYPOTHESIS DEVELOPMENT** - Customer behavior analysis - Friction point identification - Improvement opportunity mapping - Psychological trigger assessment - User experience optimization **TEST DESIGN METHODOLOGY** - Variable isolation strategy - Sample size calculation - Statistical significance planning - Test duration determination - Control group establishment **TESTING ELEMENTS PRIORITIZATION** - Headline variations - Call-to-action optimization - Page layout testing - Color and design elements - Copy and messaging tests **IMPLEMENTATION PROTOCOLS** - Testing tool setup - Tracking configuration - Quality assurance procedures - Launch monitoring systems - Data collection validation **RESULTS ANALYSIS FRAMEWORK** - Statistical significance evaluation - Practical significance assessment - Segment performance analysis - Long-term impact measurement - Learning extraction methodology **OPTIMIZATION ROADMAP** - Testing calendar development - Progressive improvement planning - Advanced testing techniques - Personalization integration - Continuous optimization systems Focus on creating systematic testing approaches that deliver measurable, sustainable conversion improvements.