Parallel Machines, or ParallelM, predicts and detects mission-critical incidents and failures. The company deploys advanced online machine learning and deep learning across distributed environments, conducting real-time, multivariate anomaly detection. The company was named a cool vendor in "Cool Vendor in Data Science and Machine Learning, 2018" by the Gartner Research Group.