Operationalizing AI in the Enterprise: Context, Care, and the Agentic Future (w/ Neha Sampat)

After founding three companies — including Built.io (acquired by Software AG) and now Contentstack, where she's defining the agentic experience platform (AXP) category — Neha Sampat joins host Anthony Kennada for a conversation about what happens when enterprise AI moves beyond experimentation and into operations at scale. Just two and a half years ago, most enterprise leaders told Neha they weren't allowed to touch AI. Today, more than 90% of enterprises report that AI and agentic strategy are top priorities — but speed without infrastructure has scaled chaos alongside progress. In fact, Contentstack's new research across 700 enterprise AI leaders found that 88% wish they had slowed down and built a foundation first. Together, Anthony and Neha unpack why context — the combination of an enterprise's content, data, culture, and customer knowledge — is becoming the most valuable asset a company owns, and the difference between agents that create real business value and agents that hallucinate their way into the "sea of sameness." They explore why brand may be the ultimate beneficiary of this moment: AI can match your colors, tone, and voice, but it can never genuinely care. The brands that lead with empathy — for customers, audiences, and the employees navigating this transformation — are the ones positioned to break through. Neha also shares her vision for adaptive digital experiences that go beyond segment-based personalization to true one-to-one journeys, why a "crawl, walk, run" approach beats boiling the ocean, and how the most effective leaders are learning to stay calm in the chaos and get comfortable living in the gray. They close with a look at the next three to five years — a future where agents create and optimize content alongside humans, brands must feed the right context to the LLMs buyers increasingly consult, and, perhaps counterintuitively, physical and in-person experiences matter more than ever. Topics we cover: – Why enterprise AI conversations have shifted from experimentation to operationalization – What's driving anxiety inside large organizations — and how the "unlock" moment changes everything – Why most AI pilots stall, and how guardrails-first vs. dive-in-first companies are faring – Context as the enterprise's most valuable asset: why agents without context hallucinate – The "sea of sameness" problem — and why generic AI content makes brand differentiation harder – Adaptive digital experiences vs. traditional segment-based personalization – Findings from Contentstack's survey of 700 enterprise AI leaders – Intentional friction: how to move fast without scaling mistakes – How the marketing job function evolves when agents handle the repeatable work – Why AI may make brands more human, not less — and why care without compromise wins If you're a CMO, digital leader, or enterprise executive trying to move AI from pilot to production — safely, intelligently, and on brand — this episode offers both a practical playbook and a hopeful vision for what comes next. Because in a world where anyone can generate infinite content, the brands that win will be the ones with the foundation to stay unmistakably themselves — and the humanity to genuinely care. **Want to go deeper?** Join Anthony and the Contentstack team for an upcoming webinar where they'll unveil the full Agentic Enterprise Report, featuring findings from 700 enterprise AI leaders. Register here: https://explore.contentstack.com/cmo-webinar-goldenhour-07-2026