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

DeepSeek V4 Pro (Non-reasoning)vsQwen3.5 397B A17B (Reasoning)

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

DeepSeek

DeepSeek V4 Pro (Non-reasoning)

Input
$1.74/M
Output
$3.48/M
Speed
29 tok/s
TTFT
1.40s
Alibaba

Qwen3.5 397B A17B (Reasoning)

Input
$0.6/M
Output
$3.6/M
Speed
52 tok/s
TTFT
1.90s

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 (1-6)
Qwen3.5 397B A17B (Reasoning)

Pricing Comparison

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

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Pro (Non-reasoning)
29 tok/s
Qwen3.5 397B A17B (Reasoning)
52 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Pro (Non-reasoning)
1.40s
Qwen3.5 397B A17B (Reasoning)
1.90s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
39.345.0
Coding Index
38.441.3
Math Index
GPQA Diamond
71.7%89.3%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
7.7%27.3%
SciCode
42.4%42.0%
IFBench
45.8%78.8%
TerminalBench
36.4%40.9%
DeepSeek V4 Pro (Non-reasoning)1 wins
6 winsQwen3.5 397B A17B (Reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V4 Pro (Non-reasoning) or Qwen3.5 397B A17B (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 52 tok/s vs 29 tok/s. DeepSeek V4 Pro (Non-reasoning) also has lower time-to-first-token (1.40s vs 1.90s).

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