What is AI visibility?

What is AI visibility? AI visibility is how often and how clearly an AI answer engine mentions, describes or cites your product when someone asks a relevant buyer question. It is not a universal rank or a promise about the next response, because answers vary by prompt, engine, search mode, location and changing web sources.

A useful measurement starts with stable, brand-free questions a buyer could genuinely ask, then saves the actual answers and available citations. That gives you evidence to inspect instead of a mystery score. Clear product facts, consistent naming and credible third-party coverage can make a product easier to understand and cite, but no tactic can guarantee an AI mention.

Use an evidence-first tool to track the answers, not to manufacture a ranking claim.