AI Spend Without Velocity
Why enterprise AI spend outpaced measurable value — and how governance, routing, and control-layer architecture restore operational discipline.
Challenges
Most enterprises scaled AI adoption before establishing the operational controls required to govern it. The result: escalating model spend, fragmented tooling, weak visibility into value realization, and no unified framework connecting AI cost to enterprise velocity.
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