Koios is an fully developed, self-hosted inferencing management software designed to be used in a distributed network environment within industrial and commercial control systems making it possible to ingest data, directly from a controls network, understand quality, and transform the ingested data, inference concurrently running pre-trained models with the ingested data, and deliver the predictions back to the controls network, model, data, and system status'. A license will still need to be purchased, or a trial will need to be instantiated for the full use of Koios software.