
AI FinOps: Why GPUs are expensive (and often wasted)
From DevOps Sauna from Eficode by Eficode
February 13, 2026 · 32 min
About this episode
The episode explores the hidden costs of AI infrastructure, particularly focusing on the expense and underutilization of GPUs.
Send us Fan Mail AI is everywhere, but the real cost often stays hidden. In this episode of DevOps Sauna, Pinja and Stefan dive into AI FinOps and explore why GPUs are expensive and why so much AI infrastructure ends up underutilized. They unpack hidden costs like idle hardware, power consumption, networking, and data movement, and explain why traditional Cloud FinOps doesn’t fully apply to AI workloads. They also discuss how Kubernetes and Dynamic Resource Allocation (DRA) can help improve G...
People in this episode
Hosts: Pinja, Stefan
Topics covered
- AI FinOps
- GPUs
- Cloud FinOps
- Kubernetes
- Dynamic Resource Allocation
- AI infrastructure
- cost management
Keywords
- AI
- FinOps
- GPUs
- infrastructure
- Cloud FinOps
- Kubernetes
- resource allocation
Mentioned in this episode
Organizations: Eficode
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