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Track AI Mentions, Citations and Recommendations Separately
Distinguish AI mentions, citations and recommendations so your visibility report measures what the answer actually says about your brand.
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AI Search
Practical AI Search tutorials, workflows, and experiments from SEOVision.
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Article 6 min read
Cluster Keywords with AI and Catch the Wrong Groupings
Cluster keywords with AI while checking intent, page purpose and ambiguous terms so similar wording does not create the wrong content groups.
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Training, Retrieval and Tools: Diagnose an AI Answer’s Source
Distinguish model knowledge, retrieved pages and live tool results when diagnosing where an AI answer may have obtained a product fact.
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Prompt Tracking: Choose AI Search Prompts That Match Real Buyer Questions
Prompt tracking is only as useful as the prompts you choose. Build a panel from real buyer questions, label intent and keep versions comparable.
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AI Overviews, Impressions and Clicks: Interpret the Gap
Impressions can rise while clicks or CTR fall. Review three SEO reports, current research and a segmented method for investigating AI Overviews.
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AI Citation Tracking: Why Repeated Measurements Matter
AI citation tracking needs repeated prompts and stable conditions. Review three accounts and build a measurement plan that handles missing answers.
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Off-Site Content and AI Discovery: What Three Reports Show
Review Reddit, LinkedIn and local examples of off-site content and AI discovery, their limits, and a test that measures citations and useful referrals.
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AI Referral Conversion Rates: Check the Denominator First
AI referral conversion rates vary by sample, event and landing page. Compare four reports and calculate rates alongside lead volume and quality.
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llms.txt Experiments: What the AI Visibility Evidence Shows
Compare four llms.txt experiments, current Google guidance and a practical protocol that separates file access, page discovery and AI citations.
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How to Measure AI Search Visibility: From Impressions to Outcomes
Measure AI search visibility in four separate layers, use Search Console's generative AI report for what it covers and connect it to real outcomes.
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Schema Markup for AI Search: What Structured Data Can and Cannot Do
Schema markup for AI search, minus the hype: what structured data really does, why no special AI schema exists and how to validate it safely.
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AI Search Optimization: A Practical Guide Beyond GEO Hype
AI search optimization without shortcuts: a five-stage model, the technical floor, answer-first content, four dead ends to avoid and a 30-day plan.