aiqbench analysis

The claimed 52% reduction is a vendor figure, so it's worth checking against independent benchmarks and the specific workloads it was measured on. For agent deployments, cost per completed task matters more than price per token, since a cheaper model that uses more tokens or needs more retries may not save money. Rising token spend makes inference efficiency a central constraint for enterprise AI adoption.