The benchmark evaluated two 30B Mixture-of-Experts models: Qwen3-Coder-30B and NVIDIA Nemotron-3-Nano-30B. The evaluation was conducted across Amazon SageMaker AI using G5, G6, G6e, and G7 GPU instances. Throughput, latency, and cost-per-token were measured for each instance type. The results indicated that G7 instances provided measurable price-performance gains for real-time LLM inference.