Neural Nova – GPU optimization benchmarks for LLM workloads

Explore Optimized AI models recipes across GPUs, frameworks,

and deployment configurations.

BENCHMARKED MODELS

REASONING

vLLM · 8× NVIDIA H100-80GB

Qwen3-235B-A22B

+138.7% token/s

+58% Cost Savings

Qwen3-235B-A22B · benchmark REASONING

vLLM · 8× AMD Instinct MI325X

GLM-5.2

+26.8% token/s

+21.1% Cost Savings

GLM-5.2 · benchmark

MULTI-MODAL

vLLM · 1× NVIDIA H100-80GB

Gemma-4-31B-it

+66.0% token/s

+40% Cost Savings

Gemma-4-31B-it · benchmark OPEN-WEIGHT

vLLM · 1× NVIDIA H100-80GB

GPT-OSS-120B

+24.5% token/s

+20% Cost Savings

GPT-OSS-120B · benchmark PRODUCTION-READY PERFORMANCE

Benchmark with confidence. Deploy with clarity. #

Use validated performance data to select the right model for your production workload. Talk to Our Team