New visitors saw an educational product page, while returning visitors saw a shorter, sales-focused one. See what changed across 37,726 visitors.
Product Pages Personalized by Visitor Type Show a 2.4% Conversion Rate Lift


If we tailor product page content to whether a visitor is new or returning, then conversion rate will increase for both groups because new visitors get the information they need and returning visitors get a faster path to purchase.
What We Changed
- Showed new visitors an educational layout focused on benefits, how the product works and social proof.
- Showed returning visitors a condensed layout with stronger calls to action and fewer distractions.
The Results
How the new version compared with the original, across all devices.
Conversion rate
Revenue per visitor
Add-to-cart rate
Key Learnings
- Conversion rate rose 2.4% and revenue per visitor 2.1%, with a 70.5% probability that the variant beats the original.
- Desktop responded most, with conversion rate up 7.8% and revenue per visitor up 12.5% on desktop. Mobile conversion rose just 1.3%.
- Click-through rate rose 17.2% and bounce rate fell 13.3%, so visitors engaged more with the tailored pages.
- Add-to-cart rate fell 7.4%, so the extra engagement didn't lead more shoppers to add items.
Detailed results breakdown
Conversion rate
+2.4%
Revenue per visitor
+2.1%
Add-to-cart rate
-7.4%
Click-through rate
+17.2%
Bounce rate
-13.3%
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

Homepage
Positive signal
Enhanced Product Discovery with Badges
Badges were added to product cards to highlight key attributes. Discover how this change impacted user engagement and conversions.
+18.99% (CTR) CTR

Product Page (PDP)
Positive signal
A Single Price-Aware Shipping Message on Product Pages Shows a 7.1% Conversion Rate Lift
Product pages swapped two overlapping free shipping messages for one that depends on the product's price. See how 24,464 visitors responded.
+7.1% Conversion rate

Cart
Positive signal
A Pop-Up Mini Cart Shows a 3.6% Conversion Rate Lift
After adding a product, shoppers saw a redesigned mini cart instead of being sent to the cart page. See how it affected checkout across 26,208 visitors.
+3.6% Conversion rate
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