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Enterprises need to understand how much to budget into AI tools, how to weigh the benefits of AI versus new recruits, and how to ensure their training is on point. A recent study also found that who is using AI tools is a critical business decision, as less experienced developers get far more benefits out of AI than experienced ones. At Waydev, we’ve spent the past year experimenting on the best way to use generative AI in our own software development processes, developing AI products, and measuring the success of AI tools in software teams. This is what we’ve learned on how enterprises need to prepare for a serious AI investment in software development. Then use an engineering management platform (EMP) or software engineering intelligence platform (SEIP) to track whether your adoption of AI is moving the needle on those variables.