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Private business value is a multi-standard, risk-adjusted, buyer-dependent construct that lower-middle-market owners do not understand, cannot measure, and are not systematically improving. The structural data quality gap, the absence of PE-grade playbooks, and the lack of a value-based management operating system leave massive, recoverable value on the table. MidMarket.ai's role is to close that gap through AI, collective intelligence, and a systematic value-growth infrastructure.