I get consistency out of the ridiculous pile of quantum noise that is my CPU. Plenty of random processes produce consistency when handled properly. An LLM won't usually give identical outputs for identical inputs, but it's entirely reasonable to expect similar output for similar input when considered on broad metrics like "intelligence" or flowery language or staying on task.