Client is scaling an AI-first operating model designed to predict customer needs, reduce systemic friction, improve Customer Satisfaction (CSAT), improve Gross Revenue Retention (GRR), and increase operational efficiency. The customer journeys and service experiences that most influence these outcomes onboarding, product usage, support interactions, service delivery, and digital self-service span multiple organizations across Product, Engineering, Customer Support, Content, Data, and Customer Ex