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Jason Lax's avatar

B2B is a particularly compelling context for this. Long purchase cycles, complex products, and ongoing renewals mean that digital effectiveness directly affects profitability. Every time a customer can resolve an issue through well-structured, discoverable, and multilingual self-service content, it defers the need for costly human support — a tangible operating gain when multiplied across thousands of users.

The same logic now applies at the top of the funnel. With AI chatbots increasingly acting as shopping assistants, buyers are gathering the information that used to come from sales reps — often in their own language and at their own pace. When companies expose rich, accurate, and structured content, they empower these AI intermediaries to represent their brand effectively, guiding prospects deeper into the buying cycle before direct engagement even happens.

The real challenge is attribution: in B2B, buyers might spend months exploring digital touchpoints across search, websites, social, and now AI, before ever filling out a form or making contact. Analytics have a lot of catching up to do to truly measure how digital ecosystems — and the AI experiences built upon them — create enterprise value.

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