Abstract: An artificial intelligence (AI) combination platform or orchestration module is described that orchestrates and automates the processes of selecting, building, testing, and delivering new or integrated computer vision, detection, sensor and perception algorithms that can be published or leveraged in near real time by sensors, hardware or applications. The AI combination platform includes one or more of the following engines: algorithm mixer engine, retrospective search engine, algorithm recommendation engine, quality assurance engine, certification engine, and perception engine.