Why Engineering Teams Keep Building In-House AI Code Review Tools, and What It Really Costs Engineering teams are increasingly building in-house AI code review tools using large language models, but while prototyping is easy, operational challenges and hidden costs are significant. LLMs made internal AI code review tools easy to prototype. They did, however, not make them easy to operate.