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Production AI Radar
GPU FinOps attribution
Tag GPU and inference spend by team, model, and environment.
TrialFinOps
- Why this ring
- CFOs and platform leads need per-team numbers before approving scale-up. Start with tags, not a new tool.
- Production risk if ignored
- Unattributed GPU spend gets cut bluntly - taking production workloads offline.
- Typical effort
- weeks
- High FinOps impact
Use cases
- GPU showback
- LLM API chargeback
- CFO budget reviews
Adoption steps
- Mandatory K8s labels
- Deploy OpenCost
- Weekly top-5 review
- Idle GPU policy
Related tools
In your assessment
Cost attribution coverage + top-5 spend drivers