A configuration provides quality control compliance for a plurality of machine language interpreters. A processor receives a plurality of requests for human-spoken language interpretation from a first human-spoken language to a second human-spoken language. Further, processor routes the plurality of requests to a plurality of machine language interpreters. In addition, an artificial intelligence system associated the plurality of machine language interpreters determines one or more quality control criteria. The processor also monitors compliance of the one or more quality control criteria by the plurality of machine language interpreters during simultaneously occurring machine language interpretations performed by the machine language interpreters.