
The FOCUS open standard aims to normalize AI token economics across providers, addressing a data crisis as enterprises apply financial controls to GPU clusters. FOCUS 1.4 launched at FinOps X 2026. Among organizations spending $100 million or more annually, 68% use or experiment with FOCUS-formatted data, according to FinOps director Shawn Alpay.
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Walmart sees AI promise and costs
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