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Latest / The Cloud Business Podcast with Fexingo: AWS, Azure, GCP, and Enterprise Infrastructure

How Enterprise AI Workloads Are Breaking Cloud Cost Models

As enterprise adoption of generative AI accelerates through September 2026, a critical mismatch is emerging between how cloud providers bill for infrastructure and how organizations actually consume it. We examine why the prevailing pay-per-token and per-hour compute models are failing to capture the true cost of training and inference at scale. The conversation explores the hidden economics of GPU fragmentation, the inefficiency of idle reservation periods, and the strategic shift toward specialized silicon procurement. We analyze real-world data from mid-cap tech firms that have seen their…

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