Compare/DeepSeek V3.1 Terminus (Reasoning) vs Qwen3 32B (Non-reasoning)

DeepSeek V3.1 Terminus (Reasoning)vsQwen3 32B (Non-reasoning)

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

DeepSeek

DeepSeek V3.1 Terminus (Reasoning)

Input
$1.635/M
Output
$2.75/M
Speed
TTFT
Alibaba

Qwen3 32B (Non-reasoning)

Input
$0.7/M
Output
$2.8/M
Speed
101 tok/s
TTFT
1.22s

Winner by Category

Cheaper
Qwen3 32B (Non-reasoning)
Faster (tok/s)
Qwen3 32B (Non-reasoning)
Lower Latency
DeepSeek V3.1 Terminus (Reasoning)
Benchmarks (11-1)
DeepSeek V3.1 Terminus (Reasoning)

Pricing Comparison

MetricDeepSeek V3.1 Terminus (Reasoning)Qwen3 32B (Non-reasoning)
Input ($/M tokens)$1.635$0.7
Output ($/M tokens)$2.75$2.8
Cost for 1M input + 100K output tokens:
DeepSeek V3.1 Terminus (Reasoning)$1.91
Qwen3 32B (Non-reasoning)$0.98

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V3.1 Terminus (Reasoning)
Qwen3 32B (Non-reasoning)
101 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V3.1 Terminus (Reasoning)
Qwen3 32B (Non-reasoning)
1.22s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
30.48.6
Coding Index
43.5
Math Index
89.719.7
GPQA Diamond
79.2%53.5%
MMLU-Pro
85.1%72.7%
LiveCodeBench
79.8%28.8%
AIME 2025
89.7%19.7%
MATH-500
86.9%
Humanity's Last Exam
15.2%4.3%
SciCode
40.6%28.0%
IFBench
57.0%31.5%
TerminalBench
30.3%
DeepSeek V3.1 Terminus (Reasoning)11 wins
1 winsQwen3 32B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V3.1 Terminus (Reasoning) or Qwen3 32B (Non-reasoning)?

Qwen3 32B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.23/M tokens vs $1.91/M for DeepSeek V3.1 Terminus (Reasoning).

Which model performs better on benchmarks?

DeepSeek V3.1 Terminus (Reasoning) wins 11 out of 12 benchmarks compared to 1 for Qwen3 32B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 32B (Non-reasoning) generates tokens faster at 101 tok/s vs 0 tok/s. DeepSeek V3.1 Terminus (Reasoning) also has lower time-to-first-token (0.00s vs 1.22s).

When should I use DeepSeek V3.1 Terminus (Reasoning) vs Qwen3 32B (Non-reasoning)?

Choose based on your priorities: Qwen3 32B (Non-reasoning) for lower cost, DeepSeek V3.1 Terminus (Reasoning) for stronger benchmark performance, and Qwen3 32B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.