Chariot is “SAP of industrial data" by helping discrete and process manufacturers with the problem of data variety. Chariot universal operational software tackles this data variety problem by taking the hundreds of structured and unstructured data sources coming from the manufacturing plant floor and then contextualizing and modeling those data sources into digital twins for real-time analysis and visualization.