A simplified mobile layout increased average order value by 4.0% but led to higher bounce rates and lower conversion.
Simplified Mobile Layout


IF we simplify the mobile layout by reducing visual elements and streamlining navigation, THEN average order value will increase BECAUSE users will focus on fewer, higher-value products with less distraction.
The mobile layout was simplified by removing secondary content blocks and reducing the number of visible elements on key pages. Navigation was condensed to prioritize the most popular product categories. The design was stripped back to focus user attention on primary product offerings rather than auxiliary content.
The Results
How the new version compared with the original, across all devices.
Average Order Value
Conversion Rate
Bounce rate
While AOV gained +4.0%, conversion rate dropped -4.2% and bounce rate surged +14.3% — a clear signal that the simplified layout removed content users needed to stay engaged. CTR also fell -3.8%, suggesting users couldn't find what they were looking for. The marginal AOV improvement doesn't offset the significant engagement losses. Simplification went too far, removing useful navigation and content elements that helped mobile shoppers orient and convert.
Detailed results breakdown
Average Order Value
+4.0%
Conversion Rate
-4.2%
Bounce rate
+14.3%
Click-Through Rate
-3.8%
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

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The mini cart started showing how close shoppers were to free shipping, right above the checkout button. Fewer shoppers converted, but those who did placed bigger orders.
-5.9% Conversion rate

Collection Page (PLP)
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Sale Percentage on Product Cards Makes No Clear Difference to Conversion Rate
Sale items showed their percentage price reduction inline on product cards. See what changed across 8,260 visitors in 19 days.
+1.0% Conversion rate

Homepage
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A Customer Content Carousel on the Homepage Shows Mixed Results on Conversion and Revenue
The homepage got a carousel of curated customer photos, videos and social posts. See how engagement and order value moved over 23 days.
+6.1% Conversion rate
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