AI Visibility
How Artificial Intelligence and Evolving User Behavior Are Changing Search
How AI answers, longer queries, and changing audience habits are reshaping search intent, clicks, and the value of a loyal audience.
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Research and field notes from the machine web.
What we’re learning about AI discovery, agent behavior, and business outcomes. Findings from our work, questions we’re testing, and practical guides for businesses.
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More field notes.
Practical notes for teams trying to get found, cited, and recommended in AI answers.
AI Visibility
How to Find AI Visibility Gaps
Find AI visibility gaps across buyer prompts, mentions, citations, sources, and brand descriptions with a repeatable competitor-audit process.
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AI Visibility
Get Products Recommended in ChatGPT Shopping
Learn how product feeds, accurate catalog data, accessible product pages, reviews, and third-party evidence affect ChatGPT Shopping visibility.
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AI Visibility
How to Measure AI Visibility ROI Honestly
Measure AI visibility ROI using direct, assisted, self-reported, and modeled evidence without turning citations or branded search into fake revenue.
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AI Visibility
Generative Engine Optimization vs SEO
A practical GEO vs SEO comparison for deciding whether a page needs better discovery, clearer evidence for AI answers, or both.
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AI Visibility
How to Set Up Page-Level AI Citation Tracking
A practical guide to tracking verified bot requests, answer citations, AI referrals, page changes, event fields, and acceptance tests.
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Content Strategy
How to Optimize Content for AI Search
A practical workflow for improving an existing page for AI search without rewriting blindly or treating citations as guaranteed outcomes.
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AI Visibility
What Is Generative Engine Optimization?
A plain-English explanation of generative engine optimization, what GEO changes on a page, what it cannot guarantee, and how B2B teams should use it.
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AI Visibility
How to Measure LLM Visibility
A practical guide to measuring LLM visibility across crawl activity, citations, AI-origin traffic, and attribution.
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