That is the CA FTB position yes.
Read the Swart case and see if your facts match up.
If they do, respond with the facts, reference the Swart case and explicitly state that the LLC is not organized in CA nor doing business in CA.
I've had success in the past doing that. The FTB eventually goes radio silent and the notices stop.