Token-Priced Inference Forces Exact Per-Call Rating
Charging for model inference broke the assumptions that carried API billing for a decade. A request to the same endpoint can cost a hundred times another depending on context length and output size, so counting calls tells finance nothing useful. Platforms now have to ingest per-request cost signals, apply tiered rates, and reconcile to the general ledger within the close cycle. Vendors built for flat per-call pricing are rewriting their engines. Roughly 31% of measured platform volume already carries inference workloads, and the accounts moving fastest are the ones that resell model access to their own customers under committed contracts.
Market Impact: Drives 28% of licence value








