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improve-search-visibility-citation-check

separate

Step of the improve-search-visibility playbook: runs the agreed buyer questions on AI and Google surfaces, records every run and scores how often the brand is named. Run improve-search-visibility instead; not for direct use.

When to use

• Running buyer questions on AI surfaces
• Running buyer questions on Google surfaces
• Recording every run
• Scoring how often the brand is named
• Classifying cited URLs by source type
• Comparing brand facts to the brain
• Calculating mention rate per surface
• Calculating share of voice

When not to use

• Direct use
• Reporting one run as fact
• Passing organic or API reads off as buyer views
• Ranking the brand in ChatGPT

Skill page

Source