Preheat and prep: Heat the oven to 375°F (190°C). Grease a 9x13-inch baking dish with a little olive oil or cooking spray.
Mix the sauce base: In the baking dish, whisk together the chicken broth, cream soup, milk, garlic powder, onion powder, thyme, paprika, salt, and pepper until smooth.
Add rice and veggies: Stir in the uncooked rice and frozen mixed vegetables. Spread everything into an even layer.
Add chicken: Toss the chicken pieces with a pinch of salt, pepper, and a drizzle of olive oil.
Scatter them evenly over the rice mixture.
Cheese layer: Sprinkle half the shredded cheese over the top. Reserve the rest for later.
Cover and bake: Cover tightly with foil. Bake for 40–50 minutes, until the rice is tender and most of the liquid is absorbed.
Check at 40 minutes; add 5–10 more if needed.
Finish with cheese: Remove the foil, sprinkle on the remaining cheese (and the cracker or panko topping if using), and bake uncovered for 8–10 minutes until bubbly and golden.
Rest and serve: Let the casserole rest for 5–10 minutes. This helps the sauce thicken and makes slicing easier. Taste and adjust salt if needed.