Why Anthropic rewrote the rules to build an AI-native sales org

This article summarizes an episode of SaaStr AI’s video series featuring Eleanor Dorfman, head of industries at Anthropic.

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Eleanor Dorfman, head of industries at Anthropic, argues that letting big companies buy software on their own works better than using salespeople to get new customers.

This means sales leaders must now change how they send leads, set rules, and plan daily work based on what AI can do rather than how many people they can hire.

Self-serve as the new standard for big companies

This shift becomes urgent when a sudden spike in buyer interest exposes the limits of requiring salespeople to approve every purchase.

“We came back from what was in hindsight an incredibly restful winter break to demand going vertical,” Dorfman describes. “We had not hired for it. We had not prepped our processes for it. We were not prepared.”

Even a perfect hiring process cannot keep up with a fast market. When companies can no longer hire fast enough, leaders must focus on building automated systems to handle the work.

Old sales rules fail when companies have too much work
“I’ve always thought that enterprise plans should be gated by a human… And we no longer could meet that,” Dorfman says. “So, we no longer have enterprise plans gated by humans. We’ve launched enterprise self-service.”

Skipping the salesperson challenges an old industry belief about managing risk and controlling prices. Putting rules and checks directly into the product turns a human task into a software feature.

Automated sales pass human outreach
Dorfman reports, “We do not think of self-service as a downgrade… Since we launched this… 54% of our new enterprise logos have come through the self-serve funnel in 2024.”

Selling to many big companies at once changes the definition of a buyer. A desire to buy matters more than a willingness to talk to salespeople. The best sales method is the one that removes delays.

Running two sales paths creates a new problem

While automation removes these delays, changing how a company gets customers also changes how mistakes happen. Companies lose buyers without noticing when the software misreads them.

Dorfman notes, “All of our leads are enriched and evaluated and qualified by Clay and by Claude. And then there are two funnels… we’re still working on nailing this… you might hear some people who feel that they ended up in neither funnel.”

Sorting many leads at once allows a company to handle more volume while creating dead zones where buyers get stuck. Older companies often treat these stuck buyers as support tickets. These mistakes cost the company money.

Claude as the link between existing software tools

Automating proposals shifts managers toward decision-making

Using Slack to execute deals across departments

Sales habits are now embedded in software