We updated the product page layout to show key details and moved reviews higher. Discover the impact on conversion and engagement.
Restructured Product Page Accordion Layout


IF we improve accordion usability THEN the conversion rate will increase BECAUSE customers are prompted to read the most critical product information through an interactive component
What We Changed
- Broke out key details from accordion into visible sections.
- Moved reviews higher on the page.
- Updated accordion design for better usability.
- Retained secondary content in the accordion.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Change in amount of orders
Lift in conversion rate
Lift in conversions
Key Learnings
- The numbers point to customers finding the content easier to engage with.
- Reviews higher on the page encouraged customers to make a purchase.
- Early access to the most information decreased bounce rates and increased the conversion rate.
- Recommendation: roll the change out into production.
Detailed results breakdown
Add-to-cart rate change
-1.8%
Average order value
-10.6%
Click-through rate change
+23.0%
Lift in conversion rate
+50.0%
Change in revenue per visitor
+35.6%
Start with 3 experiments.
Zero cost.
Get a taste of our service. We'll analyze your store, pinpoint low-hanging fruit, design, implement and test solutions to lift your conversion rate in 30 days.
Who qualifies?
30,000+ Monthly sessions.
Minimum traffic needed to run statistically significant tests.
Running on Shopify or Shopify Plus.
Our specialty - we don't work with other platforms.
Investing in paid traffic.
We work with stores committed to growth, not hobbyists.
Ready to invest in systematic CRO.
You understand testing takes time - no magic bullets.
Why free?
The best proof is results. Three real experiments show you exactly how we work and whether it drives revenue for your specific store. You keep everything - no strings attached.
Our bet
We're confident enough in our process to invest our time upfront. If the tests work, you'll see the value in continuing at $5,950/month. If not, you got free optimization work.
Limited spots
We take only 4 free trials monthly to maintain quality. Each trial gets our full attention and expertise. If you qualify, secure your spot before this month fills up.
Other experiments we've run

Other
Sitewide button color update from yellow to green
+1.8% Clickthrough rate

Product Page (PDP)
Tactical Bottom Sticky Add-to-Cart
The add-to-cart process was redesigned. Discover how these changes affected key metrics and overall performance.
-10.6% Conversion rate

Other
Adjusted Pricing Strategy
A pricing strategy adjustment increased AOV by 7.4% but caused a 17.5% conversion rate decline. Learn about the trade-offs and key takeaways.
-17.47% (CVR) CVR