Publishers must normalize disparate data across their ad stack, including ad servers and SSPs, to prepare for enterprise-grade AI applications. Infrastructure alignment and audit-ready data practices are necessary prerequisites to avoid billing discrepancies and procurement failures when deploying AI for revenue reporting.