Artificial intelligence (AI) has recently revolutionized software development as new algorithms and models are adopted and adapted to enable machines to make decisions with the information they glean. These developments help microservices and APIs in creating intelligent, adaptive, and scalable systems. In addition, machine learning (ML) can provide increased enhancements in data processing, model updates, and system performance.