The PAI-Rec engine is a service engine that combines the recall, filtering, coarse ranking, re-ranking, and cold start modules. Code development is not required if the built-in capabilities can meet business requirements by using the configuration file. If the built-in capabilities cannot meet your business requirements, you can develop custom components.