All Latest 633 A/B Tests

Test #605 on by Jakub LinowskiJakub Linowski Aug 21, 2025 Desktop Mobile Product X.X% Revenue

Jakub Tested Pattern #113: More Or Fewer Plans

 - Variant A
 - Variant B

A less expensive product choice (club duration) was added at the beginning of the options. Impact on adds-to-cart, sales and revenue were measured.

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Test #604 on by Melina HessMelina Hess Jul 31, 2025 Mobile Product X.X% Sales

Melina Tested Pattern #46: Pay Later

 - Variant A
 - Variant B

In this experiment, a Paypal badge with "buy now pay later" copy (pay within 30 days) was added underneath the add-to-cart button on product pages. Impact on adds to cart and sales was measured.

Total Sample: 645,035 Statistical Power at 5% MDE: 99.9%

Test #603 on Kay.com by Craig KistlerCraig Kistler Jul 30, 2025 Desktop Mobile Product X.X% Sales

Craig Tested Pattern #55: Conversational Filters On Kay.com

 - Variant A
 - Variant B

In this experiment, product pages (variant) asked users if they were interested to see holiday gifts with two buttons. Upon clicking "yes", the UI expanded to make another choice in order to see gifts for: Her, Him or Kids. Clicking any of these three would send users to dedicated listing pages with more product recommendations. Impact on sales was measured.

Total Sample: 3,080,311 Statistical Power at 5% MDE: 99.9%

Test #601 on Online.metro-cc.ru by Andrey AndreevAndrey Andreev Jul 22, 2025 Desktop Product X.X% Sales

Andrey Tested Pattern #45: Benefit Bar On Online.metro-cc.ru

 - Variant A
 - Variant B

In this experiment, 4 selling points were added at the top of product details pages. Clicking on them would launch a modal with more details.

Total Sample: 481,189 Statistical Power at 5% MDE: 42.8%

Test #600 on by Jakub LinowskiJakub Linowski Jul 18, 2025 Desktop Mobile Checkout X.X% Sales

Jakub Tested Pattern #63: Trust Seals

 - Variant A
 - Variant B

In this experiment, 4 accepted credit card icons were added to an add-to-cart and checkout flow. Impact on sales was measured.

Total Sample: 7,986 Statistical Power at 5% MDE: 82.6%

Test #598 on by Jakub LinowskiJakub Linowski Jun 27, 2025 Desktop Mobile Product X.X% Sales

Jakub Tested Pattern #26: Cart Reminder And Recently Viewed

 - Variant A
 - Variant B

This experiment started when a user started a custom product build and visited any other product page. In the variation, a resume button appeared that would bring the customers back to their custom build. Impact on checkouts and sales was measured.

Total Sample: 1,177 Statistical Power at 5% MDE: 7.7%

Test #596 on Online.metro-cc.ru by Andrey AndreevAndrey Andreev Jun 24, 2025 Desktop Product X.X% Sales

Andrey Tested Pattern #7: Social Counts On Online.metro-cc.ru

 - Variant A
 - Variant B

In this experiment, products with 10 or more purchases within the recent week showed the number of customers that bought it as a social proof element. Impact on adds to cart and purchases was measured.

Total Sample: 64,535 Statistical Power at 5% MDE: 8.8%

Test #590 on Online.metro-cc.ru by Andrey AndreevAndrey Andreev May 15, 2025 Desktop Home & Landing X.X% Sales

Andrey Tested Pattern #45: Benefit Bar On Online.metro-cc.ru

 - Variant A
 - Variant B

In this experiment, 4 selling points were added at the top of the homepage. Clicking on them would launch a modal with more details.

Total Sample: 275,410 Statistical Power at 5% MDE: 38.8%

Test #589 on by Jakub LinowskiJakub Linowski Apr 30, 2025 Desktop Product X.X% Sales

Jakub Tested Pattern #68: Welcome Discount

 - Variant A
 - Variant B

This experiment added one extra layer of persistence to an appearing welcome discount offer. In the variation, a welcome discount appeared on product pages after some inactivity behavior combined with a delay. In the variation, the only thing that was modified was the "collapse" behavior - basically creating a small floating micro modal in the bottom right. The micro modal allowed users to return to the larger modal or collaping it for good (with a second X collapse button). Impact on sales was measured.

Total Sample: 23,605 Statistical Power at 5% MDE: 17.5%

Test #588 on Hellostake.com by Louis AlstonLouis Alston Apr 28, 2025 Mobile Global X.X% Sales

Louis Tested Pattern #26: Cart Reminder And Recently Viewed On Hellostake.com

 - Variant A
 - Variant B

This experiment started right after users of a trading app received trade order expiry notification (for a security trading app). In the control, after clicking the notifications, users would have to navigate to the trade themselves. In the variation, 1) an additional step was added which informed what happened (an order was not place and expired) and 2) they were automatically send to the order page. Impact on orders placed was measured.

Total Sample: 5,551 Statistical Power at 5% MDE: 42.8%

Test #586 on by Jakub LinowskiJakub Linowski Apr 25, 2025 Mobile Product X.X% Sales

Jakub Tested Pattern #48: Video Testimonials

 - Variant A
 - Variant B

In this experiment, a video unboxing and product overview video was added on product pages (below the buy box). After pressing play, the video started playing with a visible "close" control to allow stopping of the video.

Impact on adds to cart and sales was measured.

Total Sample: 4,828 Statistical Power at 5% MDE: 6.7%

Test #585 on Jared.com by Craig KistlerCraig Kistler Apr 10, 2025 Mobile Desktop Listing X.X% Sales

Craig Tested Pattern #137: Visible Filters On Jared.com

 - Variant A
 - Variant B

In this experiment, UI filters with metal color options were surfaced at the top of product listing pages (for Jared - an online jewelry retailer). Impact on filter usage, adds to cart and sales were measured.

Total Sample: 33,984 Statistical Power at 5% MDE: 7.6%

Test #584 on Snocks.com by Melina HessMelina Hess Mar 31, 2025 Mobile Listing X.X% Sales

Melina Tested Pattern #6: Customer Star Ratings On Snocks.com

 - Variant A
 - Variant B

This experiment tested the presence of customer review (in the variation). As a result of adding customer reviews, the product page density decreased (requiring a bit more scrolling from longer product tiles). Impact on conversion was measured. 

Also the test originally ran as a "removal of customer reviews" test. However it was flipped here to align with the pattern.

Total Sample: 379,243 Statistical Power at 5% MDE: 99.9%

Test #578 on by Jakub LinowskiJakub Linowski Feb 20, 2025 Mobile Product X.X% Sales

Jakub Tested Pattern #48: Video Testimonials

 - Variant A
 - Variant B

In this experiment, a video unboxing and product overview video was added on product pages. After pressing play, the video started playing with the controls only appearing for a short time before fading away.

Notice the confounding from pushing the buy box further down.

Impact on adds to cart and sales was measured.

Total Sample: 21,142 Statistical Power at 5% MDE: 21.6%

Test #577 on by Jakub LinowskiJakub Linowski Feb 19, 2025 Desktop Product X.X% Sales

Jakub Tested Pattern #48: Video Testimonials

 - Variant A
 - Variant B

In this experiment, a video unboxing and product overview video was added on product pages. After pressing play, the video expanded to a full column width (taking over the middle column while replacing the 5 small square photo tiles and growing in height.) The video in its play state also contained a prominent (X) icon that allowed users to stop and revert to the original state.

Impact on adds to cart and sales was measured.

Total Sample: 18,143 Statistical Power at 5% MDE: 27%

Test #574 on Myer.com.au by Jay KimJay Kim Jan 30, 2025 Mobile Product X.X% Sales

Jay Tested Pattern #41: Sticky Call To Action On Myer.com.au

 - Variant A
 - Variant B

In this experiment published by Jay Kim, a sticky add to cart button was added on mobile product detail pages. It appeared after the scroll depth past the original add to cart button. Impact to adds to cart and completed sales was measured.

Total Sample: 524,153 Statistical Power at 5% MDE: 93.9%

Test #573 on Online.metro-cc.ru by Andrey AndreevAndrey Andreev Jan 28, 2025 Mobile Shopping Cart X.X% Sales

Andrey Tested Pattern #41: Sticky Call To Action On Online.metro-cc.ru

 - Variant A
 - Variant B

In this experiment, a floating "Place order" button was added to a mobile shopping cart screen. Impact on progression (to checkout) and sales was measured.

Total Sample: 6,527 Statistical Power at 5% MDE: 41.6%

Test #572 on by Deborah O'MalleyDeborah O'Malley Jan 27, 2025 Mobile Product X.X% Progression

Deborah Tested Pattern #41: Sticky Call To Action

 - Variant A
 - Variant B

In this experiment from GuessTheTest.com, the control variation only showed the primary add-to-cart button further down on the page. The variation however turned the button into a floating one once users scrolled on the page. Impact on button clicks was measured.

Total Sample: 1,320 Statistical Power at 5% MDE: 21.5%

Test #569 on Snocks.com by Melina HessMelina Hess Dec 29, 2024 Mobile Product X.X% Sales

Melina Tested Pattern #124: Confirmed Selection On Snocks.com

 - Variant A
 - Variant B

In this experiment, reaffirming copy was added for particular size options in the variation. Here is the translation from German:

"These boxer shorts will be kept. Did you know that our boxer shorts in S are rarely returned? They fit perfectly - see for yourself!"

Impact on sales was measured.

Total Sample: 269,954 Statistical Power at 5% MDE: 99.9%

Test #567 on Online.metro-cc.ru by Andrey AndreevAndrey Andreev Dec 18, 2024 Mobile Desktop Home & Landing X.X% Sales

Andrey Tested Pattern #135: Product Categories On Online.metro-cc.ru

 - Variant A
 - Variant B

In this experiment, the variation added popular categories with links at the top of the homepage. This was done for all sets of user segments: new and returning. Impact on transactions was measured.

Total Sample: 474,550 Statistical Power at 5% MDE: 22.6%