The Exam That Never Ends: How ExamRoom.AI Tamed 60 AI Models Before the Bell Rang

A TrueFoundry case study on ExamRoom.AI, an AI-first assessment platform that runs 60+ distinct AI solutions across exams that can last up to 28 hours. After an object-detection model that passed local testing failed in production, ExamRoom.AI moved off hand-managed Kubernetes onto TrueFoundry's deployment platform and AI Gateway. Deployment dropped from six days to under two hours, the platform scaled from a handful of test users to 500,000 in production, and three ML Ops engineers were freed from cluster babysitting to build product.