Partnering on Analytics and modeling: Partner with the analytics team on exploratory analysis, segmentation, predictive modeling, and measurement design for adoption, churn, time-to-value risk, expansion readiness, engagement quality, and agent effectiveness. AI-agent signal design: Partner with CS AI Agent Engineers, Data Science, AIQ, and Success AI to translate raw metrics and models into practical agent plays, prompts, retrieval logic, escalation rules, and feedback loops.