AI Visibility - What Gaps Need to be fixed?

While this space has gotten crowded with many offerings but somehow there are still many gaps that need to be addressed.

Many mistake ‘‘AI Visibility’’ for being cited by LLMs, but there are many aspects and nuances within this that get missed. E.g.:

  1. Does Visibility equate to ''Mentions''?
  1. Is every mention the same as a recommendation?
  2. What is the difference between a recommendation vs. a citation-based recommendation?