Providing on-line non-downloadable software using artificial intelligence (AI) for optimizing efficiency, GPU memory, and reducing latency of data inferencing and throughput; Software as a service (SAAS) services featuring software for intelligent inferencing, and providing a control plane for AI production; Application service provider featuring application programming interface (API) software; Development of computer codes, computer platforms and computer programs for others