Organizations are shifting from cloud-first to edge-based AI infrastructure due to rising costs, latency issues, and data sovereignty requirements. Modular data centers like Kais-AIR enable rapid deployment (6 months vs. several years) with flexible power configurations from 40-350 kilowatts, while Swiss Vault's VaultFS storage system reduces overhead from 200% to 5% through erasure coding and consumes only 300 watts per petabyte. This combination supports on-premise AI workloads with lower costs, better performance, and full data control, particularly valuable for healthcare, government, and financial sectors requiring compliance and sovereignty.
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