S Prakash

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AI Doesn’t Fix Bad Data. It Inherits It. HubSpot’s CEO Just Said What We’ve Seen for Past Few Years

When the CEO of HubSpot talks about what’s holding companies back with AI, marketing operations leaders should pay attention. In a recent LinkedIn post, Yamini Rangan shared that nearly every customer conversation she has about AI eventually circles back to one thing: data. Her argument is simple and, in our experience, completely correct. Messy data…

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AI Customer Agents Are Moving Fast. But Is Your Marketing Operations Foundation Ready?

AI agents are no longer a future-facing experiment. They are already answering customer questions, routing requests, handling support interactions, triggering workflows, and influencing how people experience a brand. And that is exactly why they are becoming risky. A recent article in MarTech highlighted a worrying trend: many enterprises that deployed AI customer agents have had…

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