Compare/Qwen3.5 122B A10B (Non-reasoning) vs Hermes 4 - Llama-3.1 405B (Reasoning)

Qwen3.5 122B A10B (Non-reasoning)vsHermes 4 - Llama-3.1 405B (Reasoning)

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

Alibaba

Qwen3.5 122B A10B (Non-reasoning)

Input
$0.4/M
Output
$3.2/M
Speed
163 tok/s
TTFT
1.18s
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
Qwen3.5 122B A10B (Non-reasoning)
Faster (tok/s)
Qwen3.5 122B A10B (Non-reasoning)
Lower Latency
Hermes 4 - Llama-3.1 405B (Reasoning)
Benchmarks (7-4)
Qwen3.5 122B A10B (Non-reasoning)

Pricing Comparison

MetricQwen3.5 122B A10B (Non-reasoning)Hermes 4 - Llama-3.1 405B (Reasoning)
Input ($/M tokens)$0.4$1
Output ($/M tokens)$3.2$3
Cost for 1M input + 100K output tokens:
Qwen3.5 122B A10B (Non-reasoning)$0.72
Hermes 4 - Llama-3.1 405B (Reasoning)$1.30

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3.5 122B A10B (Non-reasoning)
163 tok/s
Hermes 4 - Llama-3.1 405B (Reasoning)
38 tok/s
Time to First Token (seconds) — lower is better
Qwen3.5 122B A10B (Non-reasoning)
1.18s
Hermes 4 - Llama-3.1 405B (Reasoning)
0.80s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
27.69.0
Coding Index
43.3
Math Index
69.7
GPQA Diamond
82.7%72.7%
MMLU-Pro
82.9%
LiveCodeBench
68.6%
AIME 2025
69.7%
MATH-500
Humanity's Last Exam
14.8%10.3%
SciCode
35.6%25.2%
IFBench
50.8%32.7%
TerminalBench
29.5%11.4%
Qwen3.5 122B A10B (Non-reasoning)7 wins
4 winsHermes 4 - Llama-3.1 405B (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3.5 122B A10B (Non-reasoning) or Hermes 4 - Llama-3.1 405B (Reasoning)?

Qwen3.5 122B A10B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.10/M tokens vs $1.50/M for Hermes 4 - Llama-3.1 405B (Reasoning).

Which model performs better on benchmarks?

Qwen3.5 122B A10B (Non-reasoning) wins 7 out of 12 benchmarks compared to 4 for Hermes 4 - Llama-3.1 405B (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3.5 122B A10B (Non-reasoning) generates tokens faster at 163 tok/s vs 38 tok/s. However, Hermes 4 - Llama-3.1 405B (Reasoning) has lower time-to-first-token (0.80s vs 1.18s).

When should I use Qwen3.5 122B A10B (Non-reasoning) vs Hermes 4 - Llama-3.1 405B (Reasoning)?

Choose based on your priorities: Qwen3.5 122B A10B (Non-reasoning) for lower cost, Qwen3.5 122B A10B (Non-reasoning) for stronger benchmark performance, and Qwen3.5 122B A10B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.