To prepare a gluten-free version of these Pumpkin Caramel Latte Cupcakes, substitute the all-purpose flour with a 1:1 gluten-free baking flour that contains xanthan gum. Ensure all other ingredients, particularly the instant coffee and baking powder, are certified gluten-free. Be cautious not to overmix the batter, as gluten-free flours can produce a denser texture. Baking times may vary slightly—check for doneness with a toothpick and adjust as needed.