What Is A/B Testing?
A/B testing typically compares a control version with an alternative version. Eligible users are assigned to each version, and their behavior is measured.
What Can You Test?
Examples include:
- Headlines
- Call-to-action wording
- Form length
- Page layouts
- Email subject lines
- Pricing presentation
How to Run a Test
Step 1: Identify a Problem
For example, a landing page may receive traffic but generate few inquiries.
Step 2: Create a Hypothesis
A shorter form might increase submissions without reducing lead quality.
Step 3: Choose a Primary Metric
Select a metric such as completed forms or purchases.
Step 4: Collect Enough Data
Plan the test based on expected traffic, baseline performance, and the size of improvement worth detecting.
Step 5: Analyze the Results
Consider uncertainty, sample size, and potential differences between audiences before choosing a winner.
Common Mistakes
Avoid ending tests too early, changing multiple variables without a plan, and focusing only on clicks when the real goal is revenue or qualified leads.

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