Faster Code Generation Doesn't Guarantee Faster Software Delivery

A developer may complete a task quickly using an AI coding assistant but the team may still spend more time reviewing testing fixing or rewriting that work. Teams using AI tools for small functions error fixes test drafts or code explanations see increased review and correction time. The actual delivery speed depends on team workflows not just individual coding speed. AI tools reduce task completion time but do not reduce overall delivery time. The outcome is determined by how teams integrate and validate AI-generated code. Teams must assess review and testing overhead when adopting AI coding assistants.