Artificial Analysis Benchmark:

Comparing Cogniware Inference to vLLM

This independent benchmark from Artificial Analysis shows that Cogniware not only enables higher peak throughput than vLLM, but also higher sustained throughput with low median time to first token. Higher response-rate stability. And better behavior when the system was pushed toward real scale.