A system comprising: a physical communication interface configured to implement a communication channel to an enterprise data source; hardware data storage configured to store: enterprise infrastructure data received from the enterprise data source, the enterprise infrastructure data including: an infrastructure change request definition for a specific infrastructure change request; and historical infrastructure change data records; a transformation ruleset configured to convert the historical infrastructure change data records into a normalized failure mode analysis representation; and a failure mode analysis model trained on the normalized failure model analysis representation; and guidance circuitry configured to: receive the infrastructure change request definition; apply the failure mode analysis model to the infrastructure change request definition to generate a failure mode analysis interface comprising a failure model analysis for the infrastructure change request; transmit over the physical communication interface, to the enterprise data source, the failure mode analysis interface; train the failure mode analysis model on the historical infrastructure change data records; and train the failure mode analysis model to identify distinct clusters of representative objects in a failure mode analysis parameter space, where the failure mode analysis parameter space comprises a mixed parameter space comprising both infrastructure change numerical parameters and infrastructure change categorical parameters. a physical communication interface configured to implement a communication channel to an enterprise data source; hardware data storage configured to store: enterprise infrastructure data received from the enterprise data source, the enterprise infrastructure data including: an infrastructure change request definition for a specific infrastructure change request; and historical infrastructure change data records; a transformation ruleset configured to convert the historical infrastructure change data records into a normalized failure mode analysis representation; and a failure mode analysis model trained on the normalized failure model analysis representation; and enterprise infrastructure data received from the enterprise data source, the enterprise infrastructure data including: an infrastructure change request definition for a specific infrastructure change request; and historical infrastructure change data records; an infrastructure change request definition for a specific infrastructure change request; and historical infrastructure change data records; a transformation ruleset configured to convert the historical infrastructure change data records into a normalized failure mode analysis representation; and a failure mode analysis model trained on the normalized failure model analysis representation; and guidance circuitry configured to: receive the infrastructure change request definition; apply the failure mode analysis model to the infrastructure change request definition to generate a failure mode analysis interface comprising a failure model analysis for the infrastructure change request; transmit over the physical communication interface, to the enterprise data source, the failure mode analysis interface; train the failure mode analysis model on the historical infrastructure change data records; and train the failure mode analysis model to identify distinct clusters of representative objects in a failure mode analysis parameter space, where the failure mode analysis parameter space comprises a mixed parameter space comprising both infrastructure change numerical parameters and infrastructure change categorical parameters. receive the infrastructure change request definition; apply the failure mode analysis model to the infrastructure change request definition to generate a failure mode analysis interface comprising a failure model analysis for the infrastructure change request; transmit over the physical communication interface, to the enterprise data source, the failure mode analysis interface; train the failure mode analysis model on the historical infrastructure change data records; and train the failure mode analysis model to identify distinct clusters of representative objects in a failure mode analysis parameter space, where the failure mode analysis parameter space comprises a mixed parameter space comprising both infrastructure change numerical parameters and infrastructure change categorical parameters.