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Build an AI Visibility Baseline You Can Reproduce
Create a reproducible AI visibility baseline by fixing prompts, settings and scoring rules while recording answer variability.
Editorial and research team
The editorial and research team behind seovision.info. We publish sourced, reviewed guides on technical SEO, on-page optimization, and content quality, and we say plainly what is tested versus what is still an assumption.
Published work
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Track AI Mentions, Citations and Recommendations Separately
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How to Fact-Check AI Content with an Evidence Ledger
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Build Your First Read-Only SEO Agent
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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.