Brand Mentions in LLMs Come From Three Different Pipelines. Optimising for One Misses the Other Two.

If a major AI assistant says something about your brand a positive mention, a comparison, a fact about your business there is a temptation to treat that as a single thing. "AI knows about us." It is n