AI Factories: An Emerging Option for Mid-Sized Organizations

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Organizations that have moved beyond initial AI experimentation now face an infrastructure decision that was largely theoretical just two years ago: whether to continue scaling AI workloads on public cloud platforms to explore emerging alternatives that may offer greater operational control and cost predictability. This decision is no longer confined to hyperscalers and large enterprises. Recent announcements from Hewlett Packard Enterprise (HPE), NVIDIA, and Amazon Web Services (AWS) indicate that managed and shared AI-factory environments are increasingly being positioned as accessible options for small to mid-sized organizations with meaningful AI workloads but that lack the resources or intent to build dedicated infrastructure.