Google Cloud’s New Math for AI - AI ROI - AI Proving Ground Podcast

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AI ROI Google Cloud AI ai leadership Enterprise AI strategy Francis deSouza

Episode notes

Enterprise AI just grew up - and the math has changed. In this episode of the AI Proving Ground Podcast , Francis deSouza, COO of Google Cloud, breaks down why the era of scattered AI pilots is over - and why the winners are moving fast, focused, and top-down. We unpack how leading enterprises are shifting from “let a thousand flowers bloom” to a tight portfolio of high-impact AI use cases that actually ship, scale, and deliver ROI. Francis explains why data strategy - not model choice - is the real competitive advantage, how agents need secure access to data where it already lives (no massive migrations required), and why AI is quietly rewriting the enterprise attack surface. The conversation also gets real about people. The next generation of AI-ready companies won’t just hire specialists - they’ll build AI-fluent teams where every employee is bilingual in their domain and AI. If you’re building for 2026 and beyond, this episode is your signal: less hype, fewer experiments, more execution.

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