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AI Mode Visualizer

The AI Mode Visualizer simulates how Google’s AI Mode evaluates your content across multiple intents using Query Fan-Out (QFO). It compares the semantic similarity between each section of a webpage and a set of keyword embeddings, helping you understand which passages best align with different query interpretations — from root terms to long-tail variations.

Enter a URL and up to 10 prompts to generate a matrix of cosine similarity scores. Each score reflects how well a 700-character content embedding on the page aligns with each prompt's embedding.

You can now input a single master query and automatically generate a list of deep research prompts. These are the kinds of exploratory queries Google’s AI Mode might synthesize from the original — giving you a powerful way to preview how your content performs across an entire semantic cluster.

For deeper insights into a single query, including passage-level matching and exact similarity scores, try the AI Overviews Visualizer.

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Re-center the embedding space

Use AI Mode to defocus from one prompt and see the embedding neighborhood your page needs to cover.

embedding fan-out