Compare/Qwen3 VL 235B A22B Instruct vs DeepSeek V3.1 Terminus (Reasoning)

Qwen3 VL 235B A22B InstructvsDeepSeek V3.1 Terminus (Reasoning)

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

Alibaba

Qwen3 VL 235B A22B Instruct

Input
$0.7/M
Output
$2.8/M
Speed
51 tok/s
TTFT
1.16s
DeepSeek

DeepSeek V3.1 Terminus (Reasoning)

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

Winner by Category

Cheaper
Qwen3 VL 235B A22B Instruct
Faster (tok/s)
Qwen3 VL 235B A22B Instruct
Lower Latency
DeepSeek V3.1 Terminus (Reasoning)
Benchmarks (0-11)
DeepSeek V3.1 Terminus (Reasoning)

Pricing Comparison

MetricQwen3 VL 235B A22B InstructDeepSeek V3.1 Terminus (Reasoning)
Input ($/M tokens)$0.7$1.635
Output ($/M tokens)$2.8$2.75
Cost for 1M input + 100K output tokens:
Qwen3 VL 235B A22B Instruct$0.98
DeepSeek V3.1 Terminus (Reasoning)$1.91

Speed Comparison

Output Speed (tokens/s) — higher is better
Qwen3 VL 235B A22B Instruct
51 tok/s
DeepSeek V3.1 Terminus (Reasoning)
Time to First Token (seconds) — lower is better
Qwen3 VL 235B A22B Instruct
1.16s
DeepSeek V3.1 Terminus (Reasoning)

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
14.330.4
Coding Index
43.5
Math Index
70.789.7
GPQA Diamond
71.2%79.2%
MMLU-Pro
82.3%85.1%
LiveCodeBench
59.4%79.8%
AIME 2025
70.7%89.7%
MATH-500
Humanity's Last Exam
6.3%15.2%
SciCode
35.9%40.6%
IFBench
42.7%57.0%
TerminalBench
6.8%30.3%
Qwen3 VL 235B A22B Instruct0 wins
11 winsDeepSeek V3.1 Terminus (Reasoning)

Frequently Asked Questions

Which is cheaper, Qwen3 VL 235B A22B Instruct or DeepSeek V3.1 Terminus (Reasoning)?

Qwen3 VL 235B A22B Instruct 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 0 for Qwen3 VL 235B A22B Instruct. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3 VL 235B A22B Instruct generates tokens faster at 51 tok/s vs 0 tok/s. However, DeepSeek V3.1 Terminus (Reasoning) has lower time-to-first-token (0.00s vs 1.16s).

When should I use Qwen3 VL 235B A22B Instruct vs DeepSeek V3.1 Terminus (Reasoning)?

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