We redesigned the filter system to improve user navigation and increase conversions. Learn how these changes impacted key metrics.
Enhanced collection filters


If we redesign the filters using clearer category groupings and more functional controls, then the conversion rate will increase because users will be able to refine product lists more effectively and reach the items most relevant to their needs with less effort.
What We Changed
- Introduced improved filter categories: product type, size, color, in stock, rating, price.
- Added multi-select capabilities.
- Reordered filters by relevance.
- Enhanced filter UI controls.
- Added “Apply,” “Clear All,” and “Active Filters” summary block.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Lift in conversion rate
Lift in conversions
Change in amount of orders
Key Learnings
- Clearer category groupings helped users find products faster.
- Multi-select options allowed more precise filtering.
- Improved UI controls enhanced user interaction.
- Better filter organization reduced bounce rates.
Detailed results breakdown
Add-to-cart rate change
+1.3%
Average order value
-9.0%
Click-through rate change
+1.2%
Lift in conversion rate
+8.7%
Change in revenue per visitor
-1.5%
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)
Promotional Bundle Message Near Add to Cart Boosts Mobile Engagement and Orders
Placing a promotional offer near the Add to Cart button aimed to increase average order value by encouraging multi-item purchases. Discover the impact on key metrics.
-7.9% Average order value

Product Page (PDP)
Mobile Experience Enhancement
Enhancing the mobile experience drove a 15.3% AOV increase and 15.9% RPV gain with flat conversion rate.
+0.27% (CVR) CVR

Product Page (PDP)
Mobile Bottom Sticky Add-To-Cart Button
Implementing a sticky "Add to Cart" button on mobile increased the add-to-cart rate by 8.7%. Discover how this change impacted other key metrics.
+6.8% Add-to-cart rate