The inference path is where AI value is won or lost

The article argues that enterprise AI value is determined less by the model itself and more by the inference path—the retrieval, routing, identity, and policy controls between user intent and model output. For CIOs, the strategic implication is that AI success now depends on treating performance, security, and governance as one integrated operating model across hybrid multicloud environments, because scaling AI without this foundation increases cost, latency, and operational risk while eroding reliability and trust.