Verification is key, and the issue is that almost all AI generated code looks plausible so just reading the code is usually not enough. You need to build extremely good testing systems and actually run through the scenarios that you want to ensure work to be confident in the results. This can be preview deployments or other AI generated end to end tests that produce video output that you can watch or just a very good test suite with guard rails.

Without such automation and guard rails, AI generated code eventually becomes a burden on your team because you simply can't manually verify every scenario.