What matters more: being mentioned by AI, or being recommended?

While building Evidlume, I noticed that AI visibility is often treated as a simple yes-or-no result: did the model mention the brand?

But a mention is not always a recommendation. An AI answer might mention a product only to rank it below competitors, describe it as an alternative, or replace it entirely when the buyer asks which tool to choose.

That led me to separate four things in the audit:

• Was the brand mentioned?

• Was it actually recommended?

• Where did it rank?

• Which competitor was recommended instead?

For B2B SaaS founders and marketers, which of these would be the most useful signal—and what action would you take after seeing it?