For enterprises running SAP S/4HANA or SAP Commerce Cloud, the workflow anchors on the Product Master (MDG-M) and the PIM module as the single source of truth. The automation layer uses SAP's BTP for orchestration, triggering catalog generation jobs when a product is approved for a new market. An agent extracts base attributes, descriptions, and media from SAP, then enriches them via external translation and generative AI services. The localized variants are written back as market-specific product views within SAP, preserving the core data model. This architecture ensures pricing, tax codes, and regulatory data from SAP SD and MM modules are respected. The final step uses SAP's C/4HANA integration to push enriched catalogs to connected storefronts or marketplaces like Amazon via pre-built connectors, with full auditability in the SAP change log.
Implementation focuses on BTP workflows (Cloud Integration, Workflow Management) and custom OData services to expose product data to the AI agents. The primary ROI comes from eliminating manual data entry into regional catalogs, reducing time-to-market from weeks to days, and ensuring global data governance by keeping all commercial data inside SAP.