EPISODE · Apr 12, 2026 · 21 MIN
Stop Losing Money on Idle GPUs
from Radio Cloud Native by Mirantis · host Mirantis Inc.
The GPU cloud market is booming - but for NeoClouds and cloud service providers, explosive growth is quickly becoming a race to the bottom. In this episode, Edward Ionel of Mirantis breaks down why raw compute is no longer enough to sustain a profitable business, and what operators must do to protect their margins before the window closes.Edward walks through the full monetization maturity model - from commoditized bare metal to a fully managed AI factory platforms capable of delivering 50%+ profit margins - and explains why evolving from selling compute to selling outcomes is no longer optional. If you're building or operating GPU infrastructure, this episode is a must-listen.Reach out to Edward directly for a demo: [email protected] full list of this episode's topics include:Emerging GPU Cloud and AI Infrastructure opportunityEvolution and challenges for NeoCloudsTransforming AI ServicesGPU depreciation gap and market erosionThe 4 stages of GPU monetizationBuilding an AI Service platformBuilding an AI FactoryA hyperscaler-like experience for AIReal world case studyIf you want to listen to more episodes of Radio Cloud Native, please visit https://www.mirantis.com/radiocloudnative/ to download, or find them wherever you prefer to consume your podcasts.If you are interested in contributing to Radio Cloud Native, please reach out to our podcast team: [email protected]
What this episode covers
The GPU cloud market is booming - but for NeoClouds and cloud service providers, explosive growth is quickly becoming a race to the bottom. In this episode, Edward Ionel of Mirantis breaks down why raw compute is no longer enough to sustain a profitable business, and what operators must do to protect their margins before the window closes. Edward walks through the full monetization maturity model - from commoditized bare metal to a fully managed AI factory platforms capable of delivering 50%+...
NOW PLAYING
Stop Losing Money on Idle GPUs
No transcript for this episode yet
Similar Episodes
Mar 26, 2026 ·1m
Jan 2, 2026 ·47m
Dec 21, 2025 ·46m