Beyond the Button: 7 Unexpected Elements You Should Be A/B Testing

Published: October 13, 2025

The Media Buddies

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Beyond the Button 7 Unexpected Elements You Should Be AB Testing

Introduction: The Hidden Conversion Levers You’re Probably Ignoring

When most businesses think about A/B testing, they default to the usual suspects: button colors, headline copy, and hero images. While these elements matter, they represent just the tip of the conversion optimization iceberg. The truth is, some of the most powerful testing opportunities lie in elements you’ve likely never considered testing.

At The Media Buddies, our data from managing thousands of tests reveals that unconventional tests often deliver the most significant conversion lifts—sometimes as high as 40-60%. Why? Because while everyone else is testing the same basic elements, you can gain a substantial competitive advantage by optimizing the subtle psychological triggers that truly influence user behavior.

1. Test Your Loading Animation Style

Test Your Loading Animation Style

Most businesses focus on speed, but how you handle loading states can impact user perception and drop-off rates.

What to Test:

  • Progress bars vs. spinning animations
  • Educational content during loading vs. simple animations
  • Custom branded loaders vs. generic browser spinners
  • Skeleton screens vs. traditional loading indicators

Case Study Example: An e-commerce client tested replacing their standard spinner with a progress bar that showed order processing stages. Result: 18% reduction in cart abandonment during checkout.

2. Experiment with Form Field Labels and Microcopy

The tiny bits of text around your form fields can dramatically impact completion rates.

Testing Opportunities:

  • Top-aligned labels vs. floating labels
  • Question-style labels (“What’s your email?”) vs. direct labels (“Email Address”)
  • Different placeholder text strategies
  • Security reassurance text near payment fields

Pro Tip: Test removing “optional” labels—we’ve seen this increase form completions by simply reducing perceived effort.

3. Test Your 404 Page Design

Test Your 404 Page Design

Even error pages represent conversion opportunities most businesses completely ignore.

Elements to Optimize:

  • Helpful navigation vs. simple error messages
  • Humorous copy vs. professional tone
  • Search functionality placement
  • Prominent contact information

Real Result: A SaaS company redesigned their 404 page to include popular product links and a search bar, resulting in 12% of 404 visitors continuing to conversion.

4. Vary Your Security Badge Placement and Types

While most sites use security badges, few test their optimal placement and combination.

Testing Ideas:

  • Above-fold vs. near payment buttons
  • Multiple badges vs. single prominent badge
  • Different badge styles and designs
  • Trust badges near form fields vs. page footer

Data Insight: We’ve found that rotating security badges quarterly can prevent “banner blindness” and maintain their effectiveness.

5. Test Your Chatbot or Support Triggers

Test Your Chatbot or Support Triggers

How and when you offer help can significantly impact conversion paths.

Variables to Test:

  • Timed delays before trigger (immediate vs. 30-second delay)
  • Different trigger positions on screen
  • Proactive offers for help vs. reactive chat buttons
  • Various chat invitation messages

Case Study: An e-commerce site testing a 45-second delay instead of immediate popup saw 22% more qualified leads from their chat function.

6. Experiment with Social Proof Timing and Format

It’s not just about having social proof—it’s about how you present it throughout the user journey.

Testing Opportunities:

  • Real-time purchase notifications timing
  • Review quantity display (“4.8/5 from 2,347 reviews”) vs. simple stars
  • Customer story placement in the conversion funnel
  • Video testimonials vs. text-based reviews

7. Test Your Thank You/Confirmation Page

Test Your Thank You Confirmation Page

The post-conversion experience represents a massive untapped opportunity for retention and secondary conversions.

Elements to Optimize:

  • Upsell/cross-sell offers vs. simple confirmation
  • Social sharing prompts for the conversion
  • Downloadable bonus content offers
  • Next-step guidance and onboarding information

Remarkable Result: A B2B client testing a post-download thank you page with a related webinar offer achieved 35% secondary conversion rate.

Why These “Unexpected” Tests Deliver Disproportionate Results

  1. Novelty Advantage: Users haven’t developed “banner blindness” to these elements yet
  2. Psychological Depth: These tests often tap into deeper behavioral triggers like trust, urgency, and social validation
  3. Competitive Edge: While competitors test button colors, you’re optimizing the entire conversion ecosystem
  4. Compound Impact: Small improvements across multiple subtle elements can collectively drive massive conversion gains

The Media Buddies’ Advanced Testing Framework

Our approach to conversion rate optimization goes far beyond surface-level changes:

  1. Comprehensive User Journey Analysis
  2. Psychological Trigger Mapping
  3. Strategic Test Hypothesis Development
  4. Multi-layered Testing Implementation
  5. Continuous Optimization Cycle

Ready to Unlock Your Hidden Conversion Potential?

These unconventional testing elements represent just a fraction of the opportunities we help clients discover and optimize. The biggest conversion gains often come from questioning the “standard” elements everyone else takes for granted.

Stop testing like everyone else and start discovering your unique conversion advantages. Contact The Media Buddies for a free conversion rate optimization analysis.

We’ll audit your current conversion funnel, identify your most promising testing opportunities, and develop a customized testing roadmap tailored to your business goals.

Get Your Free CRO Audit Today!


Transform your testing strategy from basic to breakthrough—and start seeing the conversion lifts your business deserves.


Disclaimer: This blog is for general information only and does not constitute professional advice. The media buddies accept no liability for any loss arising from reliance on its content — please seek tailored advice before making decisions.

The Media Buddies is dedicated to building digital solutions that combine creativity, security, and technology to transform ideas into powerful business results.

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