Competitor AI Visibility Checklist

How to use the result

Use this tool as a decision aid, not a vanity score. The useful question is: what would make an AI assistant more confident recommending this business?

• Translate the output into one visible website fix, one source/profile fix, and one proof fix.
• Look for missing context: who you serve, where you operate, what you offer, pricing cues, credentials, examples, and next steps.
• Compare the result against the prompts real buyers ask before they choose a vendor.
• Re-check after updates so the team can see whether clarity, trust, and source coverage improved.

What strong AI visibility usually requires

• Clear service or product pages that answer specific buyer questions without marketing fog.
• Consistent third-party sources such as profiles, reviews, directories, comparison pages, and credible mentions.
• Trust signals an assistant can summarize: names, credentials, locations, policies, reviews, case studies, and examples.
• Measurement across real prompts, not just rankings, traffic, or a one-time audit.

Output: A practical competitor visibility scorecard.