A product page redesign focused on increasing average order value lifted AOV by 19.7% but decreased conversion rate by 9.9%.
Product Page AOV-Focused Redesign


IF we redesign the product page to emphasize premium options and complementary products, THEN average order value will increase BECAUSE users will be more likely to select higher-value items and add-ons.
The product page was redesigned with a focus on promoting premium product options and complementary items. Higher-value variants were given more visual prominence, and cross-sell sections were expanded to feature related products more aggressively. The page layout was adjusted to ensure upsell content was visible without scrolling.
The Results
We dig through every data source to map what's actually broken. By the end, there's no confusion.
Average order value
Change in revenue per visitor
Revenue change
AOV surged +19.7% and RPV gained +7.9%, but conversion rate fell -9.9% and orders dropped -10.1%. The aggressive upsell approach successfully increased basket size for buyers, but deterred a significant portion of shoppers from converting at all. While RPV is net positive at +7.9%, the -9.9% CR decline and -10.1% order drop represent a meaningful loss of customers. The redesign traded volume for value — worth exploring a more balanced version that preserves some of the AOV gains while recovering the lost conversions.
Detailed results breakdown
Average order value
+19.7%
Lift in conversion rate
-9.9%
Change in revenue per visitor
+7.9%
Change in amount of orders
-10.1%
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.
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Other experiments we've run

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Streamlined Product Page Layout
Streamlining the product page layout drove a 9.0% conversion rate lift and 6.5% more orders, despite a decline in average order value.
+8.96% (CVR) CVR

Collection Page (PLP)
Collection Pages with Quick Add-to-Cart Button
Adding an "Add to Cart" button on mobile collection pages aimed to simplify the shopping process. Discover the impact on user engagement and purchasing behavior.
-5.6% Conversion rate

Product Page (PDP)
Simplified Product Detail Page
AFTCO restructured its Product Detail Page to improve scannability and engagement. Discover how these changes impacted key business metrics.
+15.7% Conversion rate