Compare/Qwen3 235B A22B (Non-reasoning) vs Hermes 4 - Llama-3.1 405B (Reasoning)

Qwen3 235B A22B (Non-reasoning)vsHermes 4 - Llama-3.1 405B (Reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

Alibaba

Qwen3 235B A22B (Non-reasoning)

Input
$0.7/M
Output
$2.8/M
Speed
64 tok/s
TTFT
1.26s
Nous Research

Hermes 4 - Llama-3.1 405B (Reasoning)

Input
$1/M
Output
$3/M
Speed
38 tok/s
TTFT
0.80s

Winner by Category

Cheaper
Qwen3 235B A22B (Non-reasoning)
Faster (tok/s)
Qwen3 235B A22B (Non-reasoning)
Lower Latency
Hermes 4 - Llama-3.1 405B (Reasoning)
Benchmarks (4-7)
Hermes 4 - Llama-3.1 405B (Reasoning)

Pricing Comparison

MetricQwen3 235B A22B (Non-reasoning)Hermes 4 - Llama-3.1 405B (Reasoning)
Input ($/M tokens)$0.7$1
Output ($/M tokens)$2.8$3
Cost for 1M input + 100K output tokens:
Qwen3 235B A22B (Non-reasoning)$0.98
Hermes 4 - Llama-3.1 405B (Reasoning)$1.30

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 235B A22B (Non-reasoning)
64 tok/s
Hermes 4 - Llama-3.1 405B (Reasoning)
38 tok/s
Time to First Token (seconds) — lower is better
Qwen3 235B A22B (Non-reasoning)
1.26s
Hermes 4 - Llama-3.1 405B (Reasoning)
0.80s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
10.99.0
Coding Index
Math Index
23.769.7
GPQA Diamond
61.3%72.7%
MMLU-Pro
76.2%82.9%
LiveCodeBench
34.3%68.6%
AIME 2025
23.7%69.7%
MATH-500
90.2%
Humanity's Last Exam
4.7%10.3%
SciCode
29.9%25.2%
IFBench
36.6%32.7%
TerminalBench
6.1%11.4%
Qwen3 235B A22B (Non-reasoning)4 wins
7 winsHermes 4 - Llama-3.1 405B (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 235B A22B (Non-reasoning) or Hermes 4 - Llama-3.1 405B (Reasoning)?

Qwen3 235B A22B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.23/M tokens vs $1.50/M for Hermes 4 - Llama-3.1 405B (Reasoning).

Which model performs better on benchmarks?

Hermes 4 - Llama-3.1 405B (Reasoning) wins 7 out of 12 benchmarks compared to 4 for Qwen3 235B A22B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 235B A22B (Non-reasoning) generates tokens faster at 64 tok/s vs 38 tok/s. However, Hermes 4 - Llama-3.1 405B (Reasoning) has lower time-to-first-token (0.80s vs 1.26s).

When should I use Qwen3 235B A22B (Non-reasoning) vs Hermes 4 - Llama-3.1 405B (Reasoning)?

Choose based on your priorities: Qwen3 235B A22B (Non-reasoning) for lower cost, Hermes 4 - Llama-3.1 405B (Reasoning) for stronger benchmark performance, and Qwen3 235B A22B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.