Abstract With the rapid proliferation of application programming interfaces (APIs) in modern software development, ensuring their reliability and functionality has become paramount. Traditional methods of API testing are often time-consuming and resource-intensive. This research paper explores the role and utilization of Artificial Intelligence (AI) in the field of API testing, showcasing how AI-driven techniques enhance…