This engagement overview describes how Red Hat Consulting helps organizations build a production-ready AI foundation. Moving from AI pilot projects to operational deployment requires standardized LLMOps practices, GPU optimization, model governance, and scalable inference. The AI Platform Foundation establishes a GitOps-driven architecture using Red Hat AI, OpenShift AI, and Enterprise Linux AI. Consultants collaborate on architecture design, multi-cluster deployments, CI/CD integration, and custom pipelines for training, benchmarking, and model serving. The result is a repeatable, secure AI platform that supports collaboration between infrastructure teams and data scientists.

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