AI Mode Visualizer

The AI Mode Visualizer simulates how Google’s AI Mode evaluates your content across multiple intents.

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.

The AI Mode Visualizer is a powerful tool that allows you to simulate how Google’s AI Mode evaluates your content through embeddings and prompt fan-out clustering:
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• Enter a URL: In the input field labeled "Enter a URL," type or paste the URL of the webpage you want to analyze.
• Generate Prompts (Optional): Use the "Master Prompt" input to enter a single master prompt (like what are the best seo tools?), then click "Generate Prompts" to create a list of deep research prompts that simulate Google’s AI Mode fan-out behavior.
• Add or Edit Prompts: You can modify the generated prompts or enter your own manually. These are the phrases the tool will use to compare against the page content.
• View Embedding Similarities: Click "Visualize AI Mode Coverage" to generate a heatmap showing how well each content chunk on the page aligns with each prompt. Scores are calculated using cosine similarity across 700-character embeddings.
• Drill Down for Insight: Click any score in the matrix to open the AI Overviews Visualizer, where you can explore passage-level matches between prompts and content sections.

That’s it! You’re now equipped to visualize how Google’s AI Mode might interpret and evaluate your page across a variety of user intents.

‍Use the AI Mode Visualizer

AI Overviews Visualizer

Explore how Google integrates your content into its AI-driven responses with our AI Overviews Visualizer.

This free tool leverages pieces of Market Brew's search engine model to vectorize your content, much like Google's AI overviews feature, and visualize its representation in vector-space.

Key Features:

• Content Vectorization: View how your webpage’s content is represented in vector-space.
• Embedding Similarity Analysis: Compare embedding similarities for URL content and queries.
• DOM Structure Exploration: Analyze how your page’s Document Object Model (DOM) reacts to different structures.
• Heading & META Title Similarity: Get a semantic comparison between headings, META titles, and queries using cosine similarity.
• Cluster Analysis: Visualize how your content is grouped, explore embedding clusters.

Get started today and see how your content stands in Google’s AI overviews.

‍Start Exploring the AI Overviews Visualizer

Spotlight Entity Visualizer

Understand the entities and topics your content covers with our Spotlight Entity Visualizer.

This tool offers a partial view of Market Brew’s Spotlight algorithm, an entity-based model using a knowledge graph (WikiData) to map topic clusters and provide an Expertise Score.

Key Features:

• Entity Extraction & Topic Clustering: Identify key entities and how your content clusters around them.
• Expertise Score: See how well your content covers a topic cluster.
• Content Coverage Insights: Discover how Google might group and bias your pages based on entities.

Optimize your content by ensuring it thoroughly covers key topics and entities for improved ranking.

‍Explore The Spotlight Entity Visualizer

Link Spotter

Find the best spots to link back to your most important pages.

‍Link Spotter leverages the power of AI to analyze and recommend optimal link placements to a target page.

Simply input a target page and up to five source pages, and Link Spotter will identify contextually relevant chunks of content within those pages to create high-impact links.

Save time, improve your internal linking strategy, and enhance user experience and SEO with precision-driven recommendations.

Enter a target URL and up to 5 source URLs.

Key Features:

• Link Spotter Analyzes Content: The tool breaks each page into sections, creating "chunks" of content that can be independently analyzed.
• Embedding and Clustering: Using AI and k-means clustering, Link Spotter finds the content "chunks" that align most closely with your target URL's top embedding cluster.
• Get Your Link Recommendations: The tool returns a ranked list of content chunks from the source URLs that are the best spots for linking back to your target page.
• Implement with Ease: Simply review the recommendations and add the links directly to your content.

Ready to use the most advanced embedding techniques to find the most important links?

‍Use the Link Spotter

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How to Survive Every Core Algorithm Update

Google’s core algorithm updates can be game-changing for your SEO strategy.

This guide provides a practical, step-by-step checklist on how to adapt and thrive through each update.

What You'll Learn:

• Understand the Algorithm Update: Identify what changed and why.
• Pre-Update Data Analysis: Prepare by collecting data before the update hits.
• Post-Update Monitoring: Track your rankings and compare against benchmarks.
• Statistical Analysis: Use Market Brew's tools to pinpoint the impact.
• Strategy Adaptation: Refine your approach and stay ahead of competitors.

Download the Guide to confidently navigate Google's updates.

‍Learn How To Survive Every Google Algorithm Update

Guide to Search Engine Modeling

Discover how modeling search engines can accelerate your SEO efforts.

This comprehensive guide explains how Market Brew’s AI-based search engine models predict rankings and provide actionable insights months in advance of real-world changes.

Highlights:

• Why Traditional SEO is Unpredictable: Understand the limitations of conventional methods.
• How Search Engine Models Work: Learn how Market Brew simulates real-world search engines to forecast outcomes.
• Test SEO Changes in Advance: Use models to test SEO strategies and site migrations months before they impact rankings.
• Data-Driven Keyword Strategy: Utilize the statistical difference between your site and competitors for better keyword targeting.

Ready to revolutionize your SEO strategy?

‍Download Your Free Guide To Search Engine Modeling