Tool life prediction involves estimating the duration a tool will function effectively before it needs replacement, which is crucial for optimizing manufacturing processes and reducing costs. It relies on understanding wear mechanisms, material properties, and operational conditions to enhance productivity and ensure quality in machining operations.