AI Knowhow AI and RevOps: Why RevOps is a Critical Component of Commercial Management
23 snips
Feb 2, 2026 
Dr. Vasant Dhar, NYU Stern professor and author of Thinking with Machines, explains Dhar's Conjecture and the power of small probabilistic edges. Conversation covers why RevOps must extend beyond the sale, how AI turns digital exhaust into measurable signals, and how tiny performance advantages compound into major commercial gains.
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From Lone-Wolf Sales To Data-Driven Ops
- David DeWolf recalled sales evolving from lone-wolf relationship selling to structured sales ops driven by metrics and stage gates.
- That discipline later expanded into RevOps to apply data-driven rigor across sales and marketing.
AI Unlocks Post-Sale Visibility
- Commercial operations must extend RevOps post-sale because existing accounts represent the majority of annual revenue.
- AI and analytics now let us measure relationship quality, service perception, and commercial alignment from digital exhaust.
Leading Indicators Drive Net Revenue Retention
- Net revenue retention depends on account retention and account growth, driven by perception, interpersonal strength, and commercial alignment.
- These leading indicators were previously hard to measure but are now accessible via language-aware AI over email and video transcripts.
