S Prakash

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HubSpot’s Warmly Acquisition Is a Signal to Marketing Ops: CRM Is Becoming an Action Engine

In a recent article on MarTech, Constantine von Hoffman, Senior Editor at MarTech, writes that HubSpot’s acquisition of Warmly shows how CRM platforms are evolving “from customer databases into AI systems that identify buying intent and take action.” That line captures the shift Marketing Operations professionals need to pay close attention to. For years, CRM…

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When AI Runs the Workflows, MOps Needs to Think Bigger

Moni Oloyede’s recent MarTech article, “When AI runs the workflows, what happens to MOps?”, raises a very relevant question for every marketing operations team today. If AI can increasingly manage workflows, lead scoring, enrichment, orchestration, and even parts of CRM hygiene, what happens to the people who have traditionally owned all of this? It is…

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Lead scoring is no longer just a scoring problem

For many B2B marketing teams, lead scoring started as a simple promise: give sales a clearer way to prioritize follow-up. Over time, however, that promise has become harder to keep. As databases grow, buying journeys become more complex, product usage becomes part of the demand signal, and sales teams ask for more explainability, traditional lead…

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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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