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

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

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

DeepSeek

DeepSeek V4 Pro (Reasoning, High Effort)

Input
$1.74/M
Output
$3.48/M
Speed
30 tok/s
TTFT
1.10s
Alibaba

Qwen3.5 397B A17B (Non-reasoning)

Input
$0.6/M
Output
$3.6/M
Speed
53 tok/s
TTFT
1.89s

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, High Effort)
Benchmarks (7-0)
DeepSeek V4 Pro (Reasoning, High Effort)

Pricing Comparison

MetricDeepSeek V4 Pro (Reasoning, High Effort)Qwen3.5 397B A17B (Non-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 (Reasoning, High Effort)$2.09
Qwen3.5 397B A17B (Non-reasoning)$0.96

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Pro (Reasoning, High Effort)
30 tok/s
Qwen3.5 397B A17B (Non-reasoning)
53 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Pro (Reasoning, High Effort)
1.10s
Qwen3.5 397B A17B (Non-reasoning)
1.89s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
49.840.1
Coding Index
43.237.4
Math Index
GPQA Diamond
90.5%86.1%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
33.5%18.8%
SciCode
46.4%41.1%
IFBench
71.3%51.6%
TerminalBench
41.7%35.6%
DeepSeek V4 Pro (Reasoning, High Effort)7 wins
0 winsQwen3.5 397B A17B (Non-reasoning)

Frequently Asked Questions

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

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, High Effort).

Which model performs better on benchmarks?

DeepSeek V4 Pro (Reasoning, High 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 53 tok/s vs 30 tok/s. DeepSeek V4 Pro (Reasoning, High Effort) also has lower time-to-first-token (1.10s vs 1.89s).

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

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