Unexpected equipment failure in oil and gas costs $250,000 per hour, and 80% of companies face at least one such failure per year according to Baker Hughes. A tri-party reference architecture using MongoDB's vector search, AWS Bedrock, and Capgemini's domain knowledge now predicts failures before they happen.