A method and information handling system configured to store, via a monitoring system data repository memory device, aggregate information handling system performance telemetry data crowd-sourced from a population of information handling systems and categorized into mapping classifications based on software application inventory and software application associations with drivers and libraries and to execute instructions, via an application processor, of an information handling system diagnostic platform in an intelligent configuration management system to obtain aggregate information handling system performance telemetry data for a performance characteristic of information handling systems having a first mapping classification corresponding to a client information handling system, and to construct, at the management information handling system, a performance characteristic baseline of operation across the aggregated telemetry data for one mapping classification and receive monitored telemetry data for the performance characteristic from the client information handling system and detect abnormal operation if the client information handling system monitored telemetry data for the performance characteristic exceeds a threshold deviation relative to the performance characteristic baseline.