AI Won’t Transform Sales Until We Change the Operating Model
Giving every seller powerful AI is only the beginning.
Over the last year, we’ve put AI to work across our sales organization—research, customer preparation, pipeline signals, proposals and technical discovery.
The productivity gains are real.
But we’ve also learned something that has changed how I think about AI in sales:
Giving every seller Claude, Copilot or ChatGPT doesn’t create an AI-powered sales organization. It creates hundreds of different ways of using AI.
If every seller still has to figure out what matters, gather the context, choose the right AI, write the prompt and determine what happens next, we’ve made the seller faster.
We haven’t changed the operating model.
The seller is still doing the orchestration
This becomes a bigger issue at scale.
Give 300 sellers powerful AI and you’ll get 300 different approaches. Some will build sophisticated workflows. Others will use it for specific tasks.
That’s not a seller problem. It’s a system problem.
We don’t ask every seller to invent their own CRM, coverage model or sales process. We build systems around them so they can focus on selling.
Why should AI be different?
That led us to the CASA Sales OS
We started by building individual AI capabilities across the sales motion. As those capabilities grew, something became clear:
The destination isn’t a seller with 20 AI agents.
The seller shouldn’t have to know which agent to use, where to find the data or how to construct the perfect prompt.
The system should understand the customer, the business and the seller’s priorities—and bring the right context and capabilities to the work.
That’s what we’re building with the CASA Sales OS.
At its simplest, it helps answer three questions:
What do I need to know? Where should I focus? What should happen next?
The seller moves up the value chain
I want sellers spending their time understanding customers, building relationships, applying judgment and creating conviction—not figuring out which agent to call.
The seller brings the judgment, expertise and customer relationship. The operating system brings the leverage.
AI can make an individual task faster.
An AI operating model can make the organization better at executing.
That’s the opportunity
We’ve spent a lot of time asking how to get sellers to use AI.
I’m increasingly interested in a different question:
Is the sales organization actually operating differently because of AI?
Are we covering more customers? Identifying opportunities earlier? Getting to signals faster? Giving sellers more time with customers?
That’s what we’re working toward with the CASA Sales OS.
And it leaves me with a bigger question:
If we were designing a sales organization today—with AI available from the beginning—would we design it the same way?
I don’t think we would.