Let $X_t, Y_t \in C^\infty(\mathbb{R}; \mathfrak{X}^\infty(M))$ be (smooth, or something else if it's necessary) time dependent vector fields.
Is there some analogue of the following fact in finite dimensions (with no time dependence, identifying Lie group elements with exponentials of algebra elements could also be false when you involve time):
$[A,B] = 0 \implies \operatorname{Ad}_{e^A}B = e^A B e^{-A} = B$
Where now I want to say something along the lines of $(\phi^X_t)_* Y_t = Y_t$
I know infinite dimensional Lie groups are very easy to get misled by intuition from the finite case, so I'm looking for a reference that takes care of the details.