AI and the Data Swamp In Your Backyard with Ben Wilcox

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.

00:00 Cold Open 00:22 Meet the Guest 03:00 What System Integrators Do 06:44 Modern SI for AI 09:39 Enterprise Data Swamp 15:08 Governance and Classification 17:41 Getting Budget Buy In 21:21 Bad Data vs Hallucinations 23:23 Bad Data Slows Everyone 24:43 Bronze Silver Gold Layers 26:53 Selling Data Debt Fixes 28:30 Scoped Copilot Show And Tell 31:04 AI Exposes Old Data Issues 33:11 Fusion Teams And Guardrails 37:00 Agents Need Real Controls 43:24 Defaults YOLO And Reviews 46:18 Wrap Up And Credits

Resources:

• How Many CTOs Pod: https://howmanyctospod.com
• Scott Porad: https://www.linkedin.com/in/scottporad/
• Brad Hefta-Gaub: https://www.linkedin.com/in/bradheftagaub/
• Ben Wilcox: https://www.linkedin.com/in/ben-wilcox/

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