Abstract: Techniques for algorithmically optimized determination of resource assignments in machine request analyses are described, including receiving a request having resource request data and criteria data, evaluating the request to identify a resource type and a suitability matrix, which are analyzed to generate a data model, to select an algorithm to apply to the data model, to evaluate an output from the algorithm being applied to the data model to generate a resultant dataset, including evaluating another resultant dataset generated by applying another algorithm to another data model generated using the request data, the criteria data, the resource type, and the suitability matrix, to generate an optimization cost for each solution indicating the resource to be assigned to the request, and to transmit a resultant dataset identifying the one or more resources based on the optimization cost.