This Forrester TEI study evaluates the ROI of Red Hat AI for enterprises deploying AI on-premises. The composite organization achieved 233% ROI and $4.4M NPV over three years. GPU utilization improved from 30% to 80%, avoiding $3M in costs. Model training time dropped 60%, unlocking $2.5M in productivity. Standardized MLOps provisioning accelerated 400 AI projects and boosted revenue growth. Customers highlight governance, security, and scalable deployment as critical advantages. Red Hat AI centralizes tooling and infrastructure, enabling organizations to operationalize AI without sacrificing control or compliance.

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