FinOps FOCUS specification becomes the common language for AI cost accountability
As artificial intelligence drives a new wave of token-based spend across cloud and on-premises environments, enterprises are discovering that understanding what they actually owe — and to whom — is harder than ever. The FinOps FOCUS specification is emerging as the open standard that gives practitioners the shared data language to cut through multi-provider billing chaos.
Fragmented cost and usage data across cloud providers has been the quiet tax on FinOps teams for years, forcing practitioners to build bespoke normalization pipelines before any analysis can begin. That pain is familiar ground for Karl Kraft (pictured), senior manager of software engineering at Walmart Inc., who has contributed to the FOCUS specification since its earliest pre-1.0 draft and now helps steer its continued development.
“When I joined the FinOps practice back before it was called FinOps, I was handed some Excel files of our cost and usage from our cloud service providers — two different cloud service providers,” Kraft said. “I looked at it and thought, what am I going to do with this? … I don’t want everybody to have to go through that pain again and again.”
