Compare/Qwen3.5 397B A17B (Reasoning) vs DeepSeek V4 Pro (Non-reasoning)

Qwen3.5 397B A17B (Reasoning)vsDeepSeek V4 Pro (Non-reasoning)

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

Alibaba

Qwen3.5 397B A17B (Reasoning)

Input
$0.6/M
Output
$3.6/M
Speed
51 tok/s
TTFT
1.85s
DeepSeek

DeepSeek V4 Pro (Non-reasoning)

Input
$1.74/M
Output
$3.48/M
Speed
32 tok/s
TTFT
1.11s

Winner by Category

Cheaper
Qwen3.5 397B A17B (Reasoning)
Faster (tok/s)
Qwen3.5 397B A17B (Reasoning)
Lower Latency
DeepSeek V4 Pro (Non-reasoning)
Benchmarks (6-1)
Qwen3.5 397B A17B (Reasoning)

Pricing Comparison

MetricQwen3.5 397B A17B (Reasoning)DeepSeek V4 Pro (Non-reasoning)
Input ($/M tokens)$0.6$1.74
Output ($/M tokens)$3.6$3.48
Cost for 1M input + 100K output tokens:
Qwen3.5 397B A17B (Reasoning)$0.96
DeepSeek V4 Pro (Non-reasoning)$2.09

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3.5 397B A17B (Reasoning)
51 tok/s
DeepSeek V4 Pro (Non-reasoning)
32 tok/s
Time to First Token (seconds) — lower is better
Qwen3.5 397B A17B (Reasoning)
1.85s
DeepSeek V4 Pro (Non-reasoning)
1.11s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
45.039.3
Coding Index
41.338.4
Math Index
GPQA Diamond
89.3%71.7%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
27.3%7.7%
SciCode
42.0%42.4%
IFBench
78.8%45.8%
TerminalBench
40.9%36.4%
Qwen3.5 397B A17B (Reasoning)6 wins
1 winsDeepSeek V4 Pro (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3.5 397B A17B (Reasoning) or DeepSeek V4 Pro (Non-reasoning)?

Qwen3.5 397B A17B (Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.35/M tokens vs $2.17/M for DeepSeek V4 Pro (Non-reasoning).

Which model performs better on benchmarks?

Qwen3.5 397B A17B (Reasoning) wins 6 out of 12 benchmarks compared to 1 for DeepSeek V4 Pro (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3.5 397B A17B (Reasoning) generates tokens faster at 51 tok/s vs 32 tok/s. However, DeepSeek V4 Pro (Non-reasoning) has lower time-to-first-token (1.11s vs 1.85s).

When should I use Qwen3.5 397B A17B (Reasoning) vs DeepSeek V4 Pro (Non-reasoning)?

Choose based on your priorities: Qwen3.5 397B A17B (Reasoning) for lower cost, Qwen3.5 397B A17B (Reasoning) for stronger benchmark performance, and Qwen3.5 397B A17B (Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.