Methods, apparatus, systems, computing devices, computing entities, and/or the like for generating a pre-approval token for a claim payment request based at least in part on draft claim data. The pre-approval token may be appended to a final, formalized claim relating to the draft claim during a formal claim submission process to retrieve and apply the results of the pre-approval review to facilitate formal claim resolution.