Accounting Your LLM Can Return Perfect JSON and Still Be WrongBy AdminBitAugust 31, 20260 Three weeks after I turned on Structured Outputs for a pipeline that parsed payment confirmation messages into transaction records, I noticed that our reconciliation job started flagging a small, steady stream of mismatches.