Replicability is a spectrum not a binary and if you bake in enough eval harnessing plus prompt control you can get LLMs shockingly close to deterministic for a lot of workloads. If the main blocker for "professional" use was unpredictability the entire finance sector would have shutdown years ago from half the data models and APIs they limp along on daily.