The MySQL HeatWave Autopilot improves MySQL database performance without manual tuning. It uses machine learning to study how the database is used and automatically recommends or applies optimizations such as indexing and data compression. This automation helps save time and ensures better efficiency, especially when dealing with complex analytical (OLAP) workloads.