Visibility vs. recommendation

Being mentioned is not the same as being recommended. Here's why AuthorityLayer separates the two — and why it matters.

4 min read

Visibility is whether AI surfaces your brand at all. Recommendation is whether AI actively suggests you as a solution. The two metrics behave very differently — and conflating them hides real strategic problems.

The four scenarios

• High visibility, high recommendation — true category leadership
• High visibility, low recommendation — known but not preferred (positioning problem)
• Low visibility, high recommendation — strong fit but discovery gap
• Low visibility, low recommendation — invisible to AI-influenced buyers