I realized that using "Fluid Aura" as a White Mage causes the Chocobo Companion to dis-engage combat.
This is true if you engage (start) a battle with Fuild Aura or use it in between battles.

Also, Using Holy as an opener will cause the chocobo to NOT engage battle as well.