Compare/Qwen3 235B A22B (Non-reasoning) vs DeepSeek V3.1 (Reasoning)

Qwen3 235B A22B (Non-reasoning)vsDeepSeek V3.1 (Reasoning)

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

Alibaba

Qwen3 235B A22B (Non-reasoning)

Input
$0.45/M
Output
$1.8/M
Speed
68 tok/s
TTFT
1.23s
DeepSeek

DeepSeek V3.1 (Reasoning)

Input
$0.59/M
Output
$1.69/M
Speed
TTFT

Winner by Category

Cheaper
Qwen3 235B A22B (Non-reasoning)
Faster (tok/s)
Qwen3 235B A22B (Non-reasoning)
Lower Latency
DeepSeek V3.1 (Reasoning)
Benchmarks (1-11)
DeepSeek V3.1 (Reasoning)

Pricing Comparison

MetricQwen3 235B A22B (Non-reasoning)DeepSeek V3.1 (Reasoning)
Input ($/M tokens)$0.45$0.59
Output ($/M tokens)$1.8$1.69
Cost for 1M input + 100K output tokens:
Qwen3 235B A22B (Non-reasoning)$0.63
DeepSeek V3.1 (Reasoning)$0.76

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 235B A22B (Non-reasoning)
68 tok/s
DeepSeek V3.1 (Reasoning)
Time to First Token (seconds) — lower is better
Qwen3 235B A22B (Non-reasoning)
1.23s
DeepSeek V3.1 (Reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
17.027.7
Coding Index
14.029.7
Math Index
23.789.7
GPQA Diamond
61.3%77.9%
MMLU-Pro
76.2%85.1%
LiveCodeBench
34.3%78.4%
AIME 2025
23.7%89.7%
MATH-500
90.2%
Humanity's Last Exam
4.7%13.0%
SciCode
29.9%39.1%
IFBench
36.6%41.5%
TerminalBench
6.1%25.0%
Qwen3 235B A22B (Non-reasoning)1 wins
11 winsDeepSeek V3.1 (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 235B A22B (Non-reasoning) or DeepSeek V3.1 (Reasoning)?

Qwen3 235B A22B (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.79/M tokens vs $0.86/M for DeepSeek V3.1 (Reasoning).

Which model performs better on benchmarks?

DeepSeek V3.1 (Reasoning) wins 11 out of 12 benchmarks compared to 1 for Qwen3 235B A22B (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 235B A22B (Non-reasoning) generates tokens faster at 68 tok/s vs 0 tok/s. However, DeepSeek V3.1 (Reasoning) has lower time-to-first-token (0.00s vs 1.23s).

When should I use Qwen3 235B A22B (Non-reasoning) vs DeepSeek V3.1 (Reasoning)?

Choose based on your priorities: Qwen3 235B A22B (Non-reasoning) for lower cost, DeepSeek V3.1 (Reasoning) for stronger benchmark performance, and Qwen3 235B A22B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.