Hub/CRO/Set Up Product Page A/B Testing
Task IntentCRO

Set Up Product Page A/B Testing

Create a framework for A/B testing product page elements like headlines, images, CTAs, and layouts to optimize conversion rates.

What This Sidekick Query Does

Create a framework for A/B testing product page elements like headlines, images, CTAs, and layouts to optimize conversion rates.

Prompt / Skill

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Help me set up A/B testing on my Shopify product pages to optimize conversions:

Elements to Test:


  Product title format:
    
      A: “[Product Name]”
      B: “[Product Name] — [Key Benefit]”
    
  
  Add to Cart button:
    
      A: “Add to Cart” (standard)
      B: “Buy Now — Free Shipping” (benefit-driven)
      C: “Add to Cart — Only [X] Left” (urgency)
    
  
  Product image layout:
    
      A: Standard gallery (thumbnails below)
      B: Grid layout (2x2)
      C: Full-width hero + thumbnails
    
  
  Price display:
    
      A: “$49.99”
      B: “$49.99 (Save $20!)” with compare-at price
      C: “$49.99 — or 4 payments of $12.50”
    
  
  Trust elements below ATC:
    
      A: No trust badges
      B: “✓ Free Shipping ✓ 30-Day Returns ✓ Secure Checkout”
      C: Trust badge icons with text
    
  


Testing Framework:

  Split traffic 50/50 between variants
  Track: add-to-cart rate, conversion rate, revenue per visitor
  Run each test for minimum 2 weeks or 1,000 visitors
  Use URL parameters or cookies to maintain consistent experience


Implementation:

  Provide Liquid code for each variant
  JavaScript to randomly assign and track variants
  Simple analytics dashboard to compare results
  Guide for when to declare a winner

Expected Output

Create a framework for A/B testing product page elements like headlines, images, CTAs, and layouts to optimize conversion rates.

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