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

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

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

Alibaba

Qwen3.5 397B A17B (Non-reasoning)

Input
$0.6/M
Output
$3.6/M
Speed
52 tok/s
TTFT
1.99s
DeepSeek

DeepSeek V4 Pro (Reasoning, Max Effort)

Input
$1.74/M
Output
$3.48/M
Speed
32 tok/s
TTFT
1.23s

Winner by Category

Cheaper
Qwen3.5 397B A17B (Non-reasoning)
Faster (tok/s)
Qwen3.5 397B A17B (Non-reasoning)
Lower Latency
DeepSeek V4 Pro (Reasoning, Max Effort)
Benchmarks (0-7)
DeepSeek V4 Pro (Reasoning, Max Effort)

Pricing Comparison

MetricQwen3.5 397B A17B (Non-reasoning)DeepSeek V4 Pro (Reasoning, Max Effort)
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 (Non-reasoning)$0.96
DeepSeek V4 Pro (Reasoning, Max Effort)$2.09

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3.5 397B A17B (Non-reasoning)
52 tok/s
DeepSeek V4 Pro (Reasoning, Max Effort)
32 tok/s
Time to First Token (seconds) — lower is better
Qwen3.5 397B A17B (Non-reasoning)
1.99s
DeepSeek V4 Pro (Reasoning, Max Effort)
1.23s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
40.151.5
Coding Index
37.447.5
Math Index
GPQA Diamond
86.1%88.8%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
18.8%35.9%
SciCode
41.1%50.0%
IFBench
51.6%76.5%
TerminalBench
35.6%46.2%
Qwen3.5 397B A17B (Non-reasoning)0 wins
7 winsDeepSeek V4 Pro (Reasoning, Max Effort)

Frequently Asked Questions

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

Qwen3.5 397B A17B (Non-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 (Reasoning, Max Effort).

Which model performs better on benchmarks?

DeepSeek V4 Pro (Reasoning, Max Effort) wins 7 out of 12 benchmarks compared to 0 for Qwen3.5 397B A17B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3.5 397B A17B (Non-reasoning) generates tokens faster at 52 tok/s vs 32 tok/s. However, DeepSeek V4 Pro (Reasoning, Max Effort) has lower time-to-first-token (1.23s vs 1.99s).

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

Choose based on your priorities: Qwen3.5 397B A17B (Non-reasoning) for lower cost, DeepSeek V4 Pro (Reasoning, Max Effort) for stronger benchmark performance, and Qwen3.5 397B A17B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.