Kentucky is hands-down the state with the most fast-food restaurants, with many headquartered there — like Texas Roadhouse, Papa John’s, and Yum! Brands. The Yum! Brands umbrella alone includes three of America's largest fast-food chains — KFC, Pizza Hut, and Taco Bell.