Ensure AI source content, including shop manuals, DTC manuals, TSBs, owner's manuals, and quick reference guides, is complete, current, and correctly structured for ingestion; coordinate data pipeline requirements with HMC and GITA. Manage aftermarket service information programs, including IRF and vehicle-owner subscriptions, locksmith PIN access, and J2534-related subscriptions; monitor sales, refunds, and year-over-year performance and report results to management.