This brief introduces Clarifai’s hybrid cloud AI orchestration platform designed to move AI projects from prototype to production. It addresses challenges such as fragmented tooling, inefficient resource usage, and scaling complexity. The platform optimizes compute with GPU fractioning, batch inference, autoscaling, and cost-saving spot instances. It supports deployment across CPUs, GPUs, on-premises, VPCs, and air-gapped environments, avoiding vendor lock-in. Unified governance enables monitoring of performance, costs, and access controls while meeting industry security standards. By centralizing model lifecycle, data management, and collaboration, the platform accelerates AI delivery, reduces risk, and improves operational efficiency for enterprise teams.

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