AI Overviews Author

The AI Overviews Author allows you to change your page's HTML to see which version works the best with embeddings. This testing tool is one of the core SEO tools for beginning to explore how search engines include your content (and their embeddings) in its ChatGPT-like (Large Language Model) response. Google's version is called Google's AI Overviews.

This free AI Overviews Testing tool offered by Market Brew uses pieces of its search engine model to vectorize content and queries, similar to Sentence-BERT, allowing users to visualize their content represented in vector-space, and explore how the inherent embedding structure responds to searches.

To use these algorithms in the most advanced SEO A/B testing platform, become a Market Brew Customer! Check out our AI SEO Modeling Services.

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Edit Page Content & Query

Query or Prompt:

How to Use This Field

You can enter either a short keyword query (like "SEO best practices") or a detailed prompt (like "Explain how this content would help users looking for comprehensive SEO strategies for e-commerce websites").

💡 Pro Tip: Detailed prompts often reveal more nuanced semantic similarities in your content.

Page HTML Content:

Header Code (optional):

H Tags (you can enter them here, or in the Page HTML Content):

Theme Customization

AI Overviews Author

How to Use This Field