Real ChatGPT answer · index seedtx41y4A9sL0completeMarketing and advertising · email marketinginformational
How can I test different layouts in my email builder to see what improves click-through rates for my online bookstore?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I test different layouts in my email builder to see what improves click-through rates for my online bookstore?
1 real search · 1 real-search pass
email marketing A/B testing click-through rate sample size one variable at a time randomized audience official guideGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
email marketing A/B testing click-through rate sample size one variable at a time randomized audience official guide Google ↗
- How to A/B test an email campaign · help.klaviyo.com
- Email Marketing A/B Testing: A Complete Guide (2026) · salesforce.com
- Run A/B tests for marketing emails · knowledge.hubspot.com
- Create content experiments · experienceleague.adobe.com
- A/B Testing Best Practices · mailchimp.com
- A/B Testing Guide for Marketers: Experiments, Sample Size & Results | AAMA – American Advertising and Marketing Association · americanadvertisingandmarketingassociation.org