Enterprises are increasingly evaluating AI coding solutions to enhance productivity across the software development lifecycle. The article outlines three categories of AI coding tools, offers criteria for selecting suitable solutions, and recommends a structured approach for proof of concept (POC) processes to ensure scalability and integration with existing workflows.