Most AI systems in production today are asked to do something they were never designed for: return a clean, machine-readable answer that code can trust without a human in the loop. Chat models generate fluent text, but product and ops teams need choices, scores, probabilities, and locations that fit directly into schemas, thresholds, and automated…