Master Class

Your AI Motion in Customer Success: From Reactive to Deliberate

By 
James McGill
September 2, 2026

Today, nearly every Customer Success organization is experimenting with AI. The question is no longer whether to adopt AI, but whether your approach is intentional enough to create measurable business value. In this session, James will explore how founders and operating leaders can move beyond fragmented AI initiatives to build a deliberate operating model that strengthens Net Revenue Retention, improves efficiency, protects margins, and positions Customer Success as a meaningful contributor to long-term commercial growth.

Topics include:

  • From Reactive to Deliberate AI Adoption: Why an ad hoc approach to AI in Customer Success creates hidden commercial risk and what a more intentional operating model looks like.
  • The Four Critical Operating Model Decisions: The key decisions every growth-stage Customer Success leader should be making today to integrate AI successfully.
  • Customer Segmentation in the AI Era: Determining which customers should receive high-touch engagement versus digital-first experiences without sacrificing Net Revenue Retention.
  • AI Economics & the Pricing Challenge: How AI is disrupting traditional SaaS pricing models and the evolving role Customer Success plays in protecting and expanding revenue.
  • The AI Customer Success Diagnostic: A practical self-assessment framework to identify strengths, gaps, and priorities for building an AI-enabled Customer Success organization.

Attendees will leave with a practical framework for evaluating their current AI motion, making more deliberate operating decisions, and building a Customer Success organization that delivers stronger commercial outcomes in an AI-driven software landscape.

About James McGill

James has spent his career building and scaling customer-facing organizations that transform Customer Success from a support function into a durable driver of revenue growth. As one of Salesforce's earliest Customer Success hires, he helped establish many of the renewal and expansion principles that have since become industry standards. He has led Customer Success, Sales, Marketing, and Professional Services organizations across North America, EMEA, and APAC, helping companies of all stages build predictable commercial growth through stronger customer relationships.

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