Why I Built an On-Prem GPU Lab: Real Cost Savings vs. Cloud AI Services

Cost Benefit Analysis for GPU Infrastructure

After years of implementing cloud and hybrid solutions for clients, I've spent the past year building and testing something different: an on-premises GPU infrastructure lab designed to run various AI workloads...

The Cloud AI Cost Equation

Cloud GPU instances offer incredible flexibility and zero upfront costs, but for predictable, ongoing AI workloads, the monthly expenses add up quickly...

About the Author

Christopher Rothmeier runs Lazarus Laboratories Consulting, specializing in hybrid cloud and AI-focused infrastructure. He's recently built an on-prem GPU lab to cut down on monthly cloud expenses—research that also fuels his search for a sysadmin role. Connect on LinkedIn .

Questions about GPU cost optimization?

Feel free to reach out if you want to discuss cost-effective GPU strategies for your organization, or if you're evaluating new sysadmin hires in the Philadelphia area.

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