MyDataWork POV — The potential of ai_extract and MLflow Prompt Registry to enhance document extraction accuracy is enticing, yet the challenge lies in the execution. Spot fixes can only take you so far without a clear strategy for comprehensive error reduction. Consistently applying these corrections across various document types is difficult. Until we see evidence of broad applicability and sustained accuracy improvements, the approach remains more theoretical than proven.