Drives AI adoption to improve team quality, speed, and focus, and shares outcomes with partners and leadership, for example through AI-assisted enrichment, list building, automated campaign and funnel reporting using approved tools such as Glean and Claude. Lead marketing automation platform implementations and migrations, including HubSpot, overseeing data migration, CRM integrations, workflow configuration, lead scoring, campaign operations, testing, and user adoption.