# AI FinOps: Why GPUs are expensive (and often wasted) Page: https://stenobird.com/podcast/devops-sauna-from-eficode/ai-finops-why-gpus-are-expensive-and-often-wasted Text version: https://stenobird.com/podcast/devops-sauna-from-eficode/ai-finops-why-gpus-are-expensive-and-often-wasted.md Podcast: [DevOps Sauna from Eficode](https://stenobird.com/podcast/devops-sauna-from-eficode) Published: 2026-02-13T09:00:00+00:00 Episode link: https://www.buzzsprout.com/2246063/episodes/18662972-ai-finops-why-gpus-are-expensive-and-often-wasted.mp3 Audio file: https://www.buzzsprout.com/2246063/episodes/18662972-ai-finops-why-gpus-are-expensive-and-often-wasted.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/devops-sauna-from-eficode/episodes/ai-finops-why-gpus-are-expensive-and-often-wasted Duration seconds: 1892 ## Resource 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... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/devops-sauna-from-eficode/episodes/ai-finops-why-gpus-are-expensive-and-often-wasted/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/devops-sauna-from-eficode/ai-finops-why-gpus-are-expensive-and-often-wasted.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.