Plan a test with a clear question
Choose the message, audience, or destination question you want to answer. Keep the comparison understandable and allow enough relevant data before treating a small difference as a reliable result. Use a real test inquiry to check delivery and follow-up.
Use a defined budget, audience, duration, and success measure. Do not expand every format before the first customer path works. Test the important customer action before publishing a change.
A fair test
Change a defined part of the message, audience, or page and state the success measure in advance. Account for conversion delay before comparing results. Check that a visitor can find the next action without guessing.
Platform attribution and analytics may credit conversions differently. Compare costs and customer records, and state which conversion definition the report uses. Explain what each measure shows and what it cannot show.
- Current accounts and assets
- Verified business information
- Customer questions
- Budget and team capacity
Discuss Your Priorities