
Lead: A Sharp Question, a Hard Number, and a Familiar Bottleneck Every flashy AI demo in insurance masks a quieter truth: models stumble when producer records disagree, and the tab keeps growing as errors cascade from licensing mismatches to commission disputes that no dashboard can hide.Across carriers and MGAs, onboarding still drags for weeks, not days, even as digital distribution










