Your AI Dashboard Measures Tokens. Your CFO Wants Cost Per Outcome.
The FinOps Foundation's June 2026 token framework lists four AI unit metrics. None is cost per token. Why cost per outcome is the number that survives agents.
Category: AI Cost Management
The Better Your Team Optimizes AI Spend, the Less Your Forecast Is Worth
Model prices drop every 6 to 9 months and a single routing or compression change can cut a line item 85% to 99%. Here is why AI cost forecasting breaks the cloud playbook, and what to forecast...
79% of Enterprises Blew Their AI Budget Last Year. Mature FinOps Teams Did Worse.
DoIT's 2026 survey of 500 finance leaders reveals that mature FinOps teams overspend on AI by 31%, nearly double the rate of early-stage peers. Unit economics tracking is the standout fix.
30% of AI Projects Die After Proof of Concept. Nobody Budgeted for the Failure.
Gartner projected 30% of AI projects would be abandoned after proof of concept. The actual number is worse. A stage-gated kill criteria framework for AI investments.
Most Companies Spend $11 Per Employee on AI. The Top 1% Spend $7,500.
Ramp's AI Index reveals a 680x gap between the top 1% and median AI spenders across 70,000 businesses. What the distribution means for FinOps benchmarking, forecasting, and governance.
AI Gateways Cut Inference Costs 40%. Most FinOps Teams Haven’t Deployed One.
Enterprise AI budgets grew 483% in two years, with inference consuming 85% of spend. AI gateways cut inference costs 40 to 60% through model routing, semantic caching, and budget enforcement.