Before deploying AI systems, measure ground truth carefully and optimize for the actual business metric, not just accuracy—a perfectly accurate classifier can fail catastrophically if it ignores rare but important cases.
This paper evaluates email routing systems for a personal multilingual inbox using rigorous measurement before training.