Automated component deployment recommendations for artificial intelligence production pipeline orchestration

Abstract

An example operation may include one or more of storing utility components within a storage of a software application, receiving a configuration file defining component configurations, receiving an artificial intelligence (AI) model which comprises at least one of source code, binary code, software end points, and configuration information, wrapping the AI model into a wrapped AI model that includes an interface that provides access to the AI model, generating a production pipeline for the AI model which includes a sequence of components including the wrapped AI model and at least one utility component connected to the interface based on the component configurations included in the configuration file, and executing the production pipeline for the AI model on input data via the software application to generate an inference result. The example operation may further include an AI agent modifying the configuration file for the production pipeline to generate the inference result.