Real ChatGPT answer · index seedcIUmu3sUc0UcompleteMarketing and advertising · email marketinginformational
How should I structure an A/B test for my Black Friday email campaign content to get statistically significant results quickly?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How should I structure an A/B test for my Black Friday email campaign content to get statistically significant results quickly?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
email A/B testing statistical significance sample size confidence interval conversion rate best practices randomized experiment multiple comparisons Google ↗
Mailchimp A/B testing email campaign sample size winning criteria test duration Google ↗
- Evan Miller's A/B test calculator · evanmiller.org
- How Long Should I Run an A/B Test? · experienceleague.adobe.com
- A/B Testing Guide for Marketers: Experiments, Sample Size & Results | AAMA – American Advertising and Marketing Association · americanadvertisingandmarketingassociation.org
- About A/B Tests · mailchimp.com
- Create an A/B Test · mailchimp.com
- A/B Testing Best Practices · mailchimp.com
- Getting conclusive results from A/B tests · docs.customer.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
email A/B testing statistical significance sample size confidence interval conversion rate best practices randomized experiment multiple comparisons OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Mailchimp A/B testing email campaign sample size winning criteria test duration OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |