“AI code review tools” pulls around 720 searches a month, mostly from engineering leaders trying to figure out whether these tools are worth adopting or just another subscription that sits unused. As a Principal Engineer who runs most of my work through agentic AI workflows daily, here’s an honest answer: it depends entirely on what you’re asking it to catch.