A recent case study shows that startups can trim a third of their cloud bill by deploying legal AI workloads on AMD's Developer Cloud. The stack combines OpenCLaw for legal document analysis, Qwen 3.5 as the foundation model, and SGLang for efficient inference. A step-by-step recipe is available that demonstrates how to use the free-tier of the cloud to run analytics while keeping costs low. The approach relies on AMD's low-power GPUs and the open-source tooling, yielding measurable cost reductions without sacrificing performance.
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