AWS And The New Math Of FinOps For AI-Native Platforms
Platform Engineering, Wednesday, October 1st, 2025
AI-native platforms are the shiny new toys of the tech world. Every vendor claims to be 'AI-native,' every team is experimenting with LLMs, and every executive wants AI in the boardroom slide deck.
But here's the reality: AI-native is also accelerator-native. And accelerators don't just burn compute - they burn money.
That's why a small but telling AWS announcement last month caught my attention. In their September release notes, AWS quietly added split cost allocation data for accelerator usage on Amazon EKS. Translation: You can now attribute GPU, Trainium and Inferentia costs down to the container and pod level.