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70% lower token bills — your devs won’t even notice the difference
Cut monthly AI coding costs by up to 70% with ready-to-run local inference. Keep your developers’ tools and access to frontier models. Skip the DIY build.
What you’ll learn
AMD Instinct Coder combines AMD GPUs, Supermicro hardware and Spectro Cloud software in a ready-to-run local coding appliance.
Because most requests execute on open models on local GPUs, your frontier bill will drop by 70% or more. Devs keep their familiar tools and won’t notice a difference in model quality. You get full policy control of cost and usage.
Best of all, it’s a fully validated stack with simple deployment and upgrades and enterprise support for the stack.
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Gartner, How to Optimize Token Consumption for AI Coding Agents, Nitish Tyagi and Alec Pallin, May 7, 2026.GARTNER is a trademark of Gartner, Inc. and/or its affiliates.