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AI and the Data Swamp In Your Backyard with Ben Wilcox

How Many CTOs · 2026-06-23 · 48 min

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Episode notes

In this episode of "How Many CTOs Does It Take?" podcast, hosts Scott Porad and Brad Hefta-Gaub interview guest Ben Wilcox , CTO and CISO of ProArch, a Microsoft-focused data and AI system integrator. Wilcox describes his path into system integration, from cloud transformation and building managed security services, and now focused on helping customers adopt AI securely. The discussion centers on enterprise "data swamps," where unstructured, stale, and sensitive data create inaccurate AI outputs, and the new security risks as connectors make information easier to access. Wilcox argues organizations need stronger data governance, classification/labeling, segmentation, and purging, and should start with narrow, high-value AI use cases supported by cleaner data pipelines to improve accuracy and drive stakeholder buy-in. The hosts debate whether AI truly hallucinates or if faulty answers come from poor data, and whether the need for guardrails is anything new. Wilcox ends the episode reminding listeners that they are not alone in managing complex data.

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