Simplifying product descriptions produced modest gains across conversion rate, AOV, and RPV, but none reached statistical significance.
Simplified Product Descriptions


IF we simplify product descriptions by focusing on key features and benefits over specifications, THEN conversion rates will improve BECAUSE customers can quickly understand product value and make faster purchasing decisions.
Product descriptions were shortened to focus on key features and benefits rather than detailed specifications. Technical jargon was replaced with simpler, benefit-oriented language. The description format was restructured to lead with the most compelling product attributes.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Change in revenue per visitor
Average order value
Lift in conversion rate
All revenue metrics moved in a positive direction — CR +1.4%, AOV +3.4%, RPV +4.8% — but none reached the threshold for a statistically significant win. The combined RPV gain of +4.8% is encouraging, suggesting that simpler descriptions do help users convert and spend slightly more. However, with CR only at +1.4% and orders at +0.5%, the effect size is too small to declare a winner. This is a promising direction worth testing further with more pronounced copy changes or a larger sample size.
Detailed results breakdown
Average order value
+3.4%
Lift in conversion rate
+1.4%
Change in revenue per visitor
+4.8%
Change in amount of orders
+0.5%
Revenue change
NaN%
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

Product Page (PDP)
Simplified Product Descriptions
Simplifying product descriptions produced modest gains across conversion rate, AOV, and RPV, but none reached statistical significance.
+1.36% (CVR) CVR

Product Page (PDP)
Modern Image Carousel Controls to Enhance Usability
The product detail page image carousel was redesigned to improve user engagement. Discover how these changes impacted customer interactions and sales.
+4.5% Add-to-cart rate

Collection Page (PLP)
Clickable size buttons on collection pages
Adding clickable size buttons to product cards on desktop streamlined the shopping process, enhancing the add-to-cart rate.
+0.0% Conversion rate