Artificial intelligence communication enhancements

Abstract

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for enhancing communications between a client device and AI/ML models. In some implementations, a method includes a system that receives multiple requests for machine learning models. The system determines whether a first request corresponds to other requests. In response to determining the first request corresponds to one or more of the other requests, the system provides, to a first user device that submitted the first request, a natural language response previously produced by the machine learning models associated with the first request. In response to determining that a second request does not correspond to any of the other requests, the system provides, to the machine learning models, the second request. The system provides, to a second user device that submitted the second request, output from the machine learning models that processed the second request.