Stop Losing Money on Idle GPUs episode artwork

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]

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%+...

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Stop Losing Money on Idle GPUs

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How long is this episode of Radio Cloud Native by Mirantis?

This episode is 21 minutes long.

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This episode was published on April 12, 2026.

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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...

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