I align AI investments directly to business outcomes. That means: Establishing clear ROI criteria and success metrics before deployment Integrating AI into repeatable GTM playbooks and dashboards to improve conversion rates, cycle times, and forecasting accuracy Building a closed feedback loop between Sales, RevOps, Marketing, and Customer Success to continuously refine models