Service objects provide a way to test Rails applications by encapsulating business logic and hiding implementation details. They represent use cases or scenarios and allow writing tests that are fast, easy to write, and stay in sync with production code by testing below the controller layer. However, extracting existing Rails code into service objects can be challenging.