How to measure developer experience (DevEx) in the AI era

As AI coding assistants increase code volume without necessarily improving quality, traditional output metrics are no longer sufficient to measure true productivity. Instead, organizations should focus on Developer Experience (DevEx) by analyzing dimensions such as feedback loops, cognitive load, and tool quality. By combining system-level metrics with developer sentiment surveys, engineering teams can identify hidden bottlenecks and maintain stability within an AI-augmented development lifecycle.