CFO Dive: 1 in 4 companies delay or cancel an AI project over cost

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Most companies now pay for several AI assistants, and each one bills differently. Here’s how finance and IT can track GitHub Copilot, Claude, ChatGPT Enterprise and Microsoft 365 Copilot spend in one view by person and team.

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Langfuse can help you track model costs and investigate agent behavior. Mavvrik connects supported agent usage, metered paid services, and business attribution so teams can understand what the work cost and who generated the spend.

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AI spend has outgrown the cloud bill. This blog covers where FinOps and CloudOps attribution breaks down, and what to fix first.

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