In my opinion choices that matter should be based on the plot. For example, in a horror story, important choices could decide who dies, in a fantasy story about magic the choice could determine wether or not the mc learns a certain spell, which she may or may not use in further chapters.
If I knew more about your story and it’s plot, maybe I could help more.