Article 6 min read
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.
The SEOVision journal
Fresh perspectives on search, AI, and building a more discoverable web. Practical ideas for your next move.
Article 6 min read
Distinguish AI mentions, citations and recommendations so your visibility report measures what the answer actually says about your brand.
Article 8 min read
Fact-check AI content by linking every decision-relevant claim to a source, a date and a review decision in a simple evidence ledger you will maintain.
Article 6 min read
Build a first SEO agent around a narrow read-only task, with verified inputs, explicit limits and an output a reviewer can check.
Article 6 min read
Cluster keywords with AI while checking intent, page purpose and ambiguous terms so similar wording does not create the wrong content groups.
Article 6 min read
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 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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Edit AI-generated content in the right order: verify risky claims, test the instructions, then polish the prose, with a release checklist and review roles.
Article 10 min read
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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A step-by-step AI keyword clustering workflow: build a clean query table, combine similarity signals, name each cluster's task and map it to one page.
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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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A focused technical SEO audit checklist for a 30-minute first pass: access, index controls, canonicals, discovery, page signals and measurable follow-up.
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SEO prompt engineering that produces work you can check: a seven-part prompt contract, copy-ready templates and a scoring list for every output.