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Copy & Messaging A/B Test Results

Headline, body copy, and messaging experiments. Discover which words and framing resonate with your audience.

45
Experiments
38%
Win rate
+24.6%
Avg. winner lift
17
Winners found

Key Findings: Copy & Messaging A/B Tests

Across 45 copy & messaging experiments, 38% resulted in a statistically significant win. Winning variants saw an average lift of +24.6%. Meanwhile, 4 tests underperformed the control with an average drop of -6.1%.

24 experiments were inconclusive, meaning the difference between control and variant was not statistically significant. Inconclusive results are still valuable — they tell you what doesn't move the needle, so you can focus testing effort elsewhere.

These results come from real A/B tests with sample sizes ranging from hundreds to millions of visitors. Use them to inform your own copy & messaging testing strategy and avoid repeating experiments that have already been run.

Outcome Breakdown

Top 30 of 45 Experiments

inconclusive

General: Source Personalized Headline

Context: The headline on the general may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
inconclusive

Checkout: Benefit Bar

Context: Friction during the checkout process causes users to abandon right when they're closest to converting.

Copy & MessagingCross-Industry
inconclusive

Home landing: Problem-Solution Headline

Context: The headline on the home landing may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
inconclusive

Product: Conversational Filters

Context: Users can't quickly find relevant products or content on the product, leading to frustration and early exits.

Copy & MessagingCross-Industry
inconclusive

Home landing: Local Headline

Context: The headline on the home landing may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
inconclusive

General: Personalized Greeting Headline

Context: The headline on the general may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
loser

Product: Product Page — Smaller & Shorter Product Titles

Problem: How "Product page — smaller & shorter product titles" is implemented on the product can meaningfully affect conversion — this element is worth testing.

Copy & MessagingE-commerce
loser

Product: Product Page

Problem: Visual emphasis on the product may not be drawing attention to the right elements — size, color, and contrast guide the eye.

Copy & MessagingE-commerce
inconclusive

Signup: Vague Or Specific Benefits

Context: The registration experience on the signup asks too much too soon, causing potential users to drop off.

Copy & MessagingCross-Industry
inconclusive

Listing: Product Availability

Context: Friction during the listing process causes users to abandon right when they're closest to converting.

Copy & MessagingCross-Industryn=42,001
inconclusive

Listing: Nagging Results

Context: How "Nagging results" is implemented on the listing can meaningfully affect conversion — this element is worth testing.

Copy & MessagingCross-Industryn=7,934
inconclusive

Listing: Already Viewed Label

Context: Form input design on the listing affects completion rates — label placement, validation timing, and field clarity all matter.

Copy & MessagingCross-Industryn=2,452,026
inconclusive

Listing: Long Titles

Context: The headline on the listing may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industryn=68,822
inconclusive

Checkout: Urgent Next Day Delivery

Context: Without clear urgency signals, users delay their decision on the checkout, leading to drop-offs and abandoned sessions.

Copy & MessagingCross-Industryn=40,999
inconclusive

Product: Lead Magnets

Context: The registration experience on the product asks too much too soon, causing potential users to drop off.

Copy & MessagingCross-Industry
inconclusive

General: Localized Greeting Headline

Context: The headline on the general may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
inconclusive

Home landing: Empowering Headline

Context: The headline on the home landing may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
inconclusive

Content Page: Inline Link Nudge

Context: Form input design on the content page affects completion rates — label placement, validation timing, and field clarity all matter.

Copy & MessagingCross-Industry
inconclusive

Product: More For Less Headline

Context: The headline on the product may not resonate with what users actually care about or address their top objections.

Copy & MessagingCross-Industry
inconclusive

Product: Long Titles

Context: Multi-step processes on the product can overwhelm users if they can't see how far along they are or how much is left.

Copy & MessagingCross-Industry
winner+115.0%

Checkout: Checkout Objection Copy

Problem: Each additional form field adds friction to the checkout, increasing the chance users abandon before completing their submission.

Copy & MessagingSaaS
winner+61.0%

Landing Page: Landing Page with Future-Pacing + Trust Elements

Problem: Users on the landing page need validation from others before committing — without visible proof of success, they hesitate.

Copy & MessagingSaaS
winner+52.5%

Landing Page: Long-Form Landing Page

Problem: Users on the landing page need validation from others before committing — without visible proof of success, they hesitate.

Copy & MessagingSaaS
winner+36.0%

Pricing Page: Pricing Page Repositioning as Education Tool

Problem: How prices are displayed on the pricing page directly influences perceived value and willingness to buy.

Copy & MessagingFintech
winner+27.5%

Product Page: Urgency Countdown Clock

Problem: Without clear urgency signals, users delay their decision on the product page, leading to drop-offs and abandoned sessions.

Copy & MessagingE-commerce
inconclusive+22.5%

Product Page: 'Select Plan' vs 'Order Now' CTA Copy on Plan Selection Page

Context: The primary call-to-action on the product page isn't converting at its potential — design, copy, or placement may be the bottleneck.

Copy & MessagingEnergy & Utilities
winner+22.5%

Homepage: Product / Course Links on Homepage

Problem: The primary call-to-action on the homepage isn't converting at its potential — design, copy, or placement may be the bottleneck.

Copy & MessagingE-commerce
winner+17.9%

Landing Page: Mobile Plan Page Zip Modal Simplification

Problem: Mobile users experience the landing page differently — smaller screens, touch targets, and limited attention require purpose-built design.

Copy & MessagingEnergy & Utilitiesn=13,932
winner+17.5%

Product: Cross-Sell Redesign: Thumbnail Images + Visitor-Centric Copy

Problem: Visual elements on the product aren't doing enough to communicate value, build trust, or guide users toward the next step.

Copy & MessagingE-commerce
winner+14.0%

Landing: Use Case Examples / Example Situations

Problem: How "Use case examples / example situations" is implemented on the landing can meaningfully affect conversion — this element is worth testing.

Copy & MessagingCross-Industry

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