Plum AI's fine-tuning system is meant to be run on a scheduled basis with a cadence dependent on the amount of training data generated. With more training examples generated as users interact with the application, the Plum evaluator, augmenter, and fine-tuner system increases the quality of the LLM applications specific to the business case. Plum AI is closing the gap between reality and expectations with a tool that monitors, manages, and improves the quality of their LLM applications.