Automatic Speech Recognition (ASR) is a foundational AI technology that enables machines to convert spoken language into text. This article explores how ASR works, examines key modeling approaches and architectures, reviews widely used benchmark datasets, and highlights practical use cases across industries, offering a complete overview of modern speech recognition systems.