One-Pan Cheesy Broccoli Rice Bake

3 cups vegetable broth

1 cup shredded cheese (cheddar or your choice)

1/2 cup milk

1 teaspoon garlic powder

1 teaspoon onion powder

Salt and pepper to taste

1 tablespoon olive oil