Fragile data paths fail in production AI

Point-to-point data architectures connecting storage to compute often break under sustained production traffic. This causes stalled inference pipelines, delayed RAG systems, underutilized GPUs, and SLA violations. Organizations successfully operationalize AI only when infrastructure handles concurrent production demands reliably.