State of FinOps 2025: 5 Key Insights & What IT Leaders Must Do Now

The latest State of FinOps 2025 report makes one thing clear—IT finance leaders are being asked to do more than ever before.

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451 Research (S&P Global) examined Mavvrik’s platform, its new Agentic Cost Intelligence SDK, and the Ingram Micro channel partnership. This is what they found.

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AI workloads increase Databricks and Snowflake costs by adding repeated compute, vector search, model serving, embeddings, storage, and inference activity to existing data platforms. This article explains the core AI cost drivers and why FinOps teams need workload-level attribution to measure true AI cost-to-serve.

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AI cost tracking in 2026 requires more than monitoring token spend or reviewing provider invoices. This guide explains how finance, FinOps, and engineering teams can track AI costs across workflows, customers, and environments using metrics like cost per inference, cost per workflow, and cost-to-serve.

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