See It. Control It. Scale It.: A FinOps Framework for Managing AI Token Spend

At FinOps X this year, the opening keynote featured a story that many practitioners immediately recognized. A company was 3x over its entire 2026 token budget by April. The conversation in that organization shifted overnight from “how do we move fast” to “how do we add guardrails?” That story is not an outlier.