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Nova 2 Pro vs Qwen3 VL 235B A22B Instruct

Nova 2 Pro leads the LLM Stats Score 31.0 to 24.8.

Amazon · Alibaba Cloud / Qwen Team · Updated for 2026

Which is better?

Nova 2 Pro leads the overall LLM Stats Score 31.0 to 24.8, ranking #107 overall.

In the 4 individual benchmarks reported for both models, Qwen3 VL 235B A22B Instruct wins 3; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Nova 2 Pro

  • overall performance matters — it scores 31.0 and ranks #107 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you want the most recent training data — it shipped Dec 2025

Choose Qwen3 VL 235B A22B Instruct

  • you value its reported benchmark strengths — it wins 3 of 4 exact shared results
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
31.0
#107
24.8
#151
31.0
#106
22.7
#160
12.4
#95
13.1
#89
Cost, coverage & limits
Benchmark wins
1 of 4
3 of 4
Input price
— / M
$0.30 / M
Output price
— / M
$1.49 / M
Context window
262,144

Capability indexes

Additional strengths measured across groups of related public benchmarks

4 shared
Index
Nova 2 Pro
Qwen3 VL 235B A22B Instruct
26.1#99
24.1#117
12.8#99
18.6#75
23.2#8
15.5#37
10.3#111
21.2#62
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

18 reported for Nova 2 Pro · 50 for Qwen3 VL 235B A22B Instruct

4 shared

Nova 2 Pro outperforms in 1 benchmarks (AIME 2025), while Qwen3 VL 235B A22B Instruct is better at 3 benchmarks (MMLU-Pro, MMMU-Pro, ScreenSpot).

Qwen3 VL 235B A22B Instruct shows notably better performance in the majority of benchmarks.

Fri Sep 04 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Qwen3 VL 235B A22B Instruct specifies input context (262,144 tokens). Only Qwen3 VL 235B A22B Instruct specifies output context (262,144 tokens).

Amazon
Nova 2 Pro
Input- tokens
Output- tokens
Alibaba Cloud / Qwen Team
Qwen3 VL 235B A22B Instruct
Input262,144 tokens
Output262,144 tokens
Fri Sep 04 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Nova 2 Pro and Qwen3 VL 235B A22B Instruct support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Nova 2 Pro

Text
Images
Audio
Video

Qwen3 VL 235B A22B Instruct

Text
Images
Audio
Video

License

Usage and distribution terms

Nova 2 Pro is licensed under a proprietary license, while Qwen3 VL 235B A22B Instruct uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

Nova 2 Pro

Proprietary

Closed source

Qwen3 VL 235B A22B Instruct

Apache 2.0

Open weights

Release Timeline

When each model was launched

Nova 2 Pro was released on 2025-12-02, while Qwen3 VL 235B A22B Instruct was released on 2025-09-22.

Nova 2 Pro is 2 months newer than Qwen3 VL 235B A22B Instruct.

Nova 2 Pro

Dec 2, 2025

9 months ago

2mo newer
Qwen3 VL 235B A22B Instruct

Sep 22, 2025

11 months ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Nova 2 Pro and Qwen3 VL 235B A22B Instruct side-by-side, then vote on the output you prefer.

Nova 2 Pro
✓ Preferred
Qwen3 VL 235B A22B Instruct
Open in Playground

FAQ

Common questions about Nova 2 Pro vs Qwen3 VL 235B A22B Instruct.

Which is better, Nova 2 Pro or Qwen3 VL 235B A22B Instruct?

Nova 2 Pro leads the LLM Stats Score 31.0 to 24.8. Nova 2 Pro is made by Amazon and Qwen3 VL 235B A22B Instruct is made by Alibaba Cloud / Qwen Team. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Nova 2 Pro compare to Qwen3 VL 235B A22B Instruct in benchmarks?

Nova 2 Pro scores Tau2 Telecom: 92.7%, AIME 2025: 92.3%, ScreenSpot: 88.1%, LongCodeBench: 84.0%, MMLU-Pro: 81.6%. Qwen3 VL 235B A22B Instruct scores DocVQAtest: 97.1%, ScreenSpot: 95.4%, MMLU-Redux: 92.2%, OCRBench: 92.0%, MMBench-V1.1: 89.9%.

What are the context window sizes for Nova 2 Pro and Qwen3 VL 235B A22B Instruct?

Nova 2 Pro supports an unknown number of tokens and Qwen3 VL 235B A22B Instruct supports 262K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Nova 2 Pro and Qwen3 VL 235B A22B Instruct?

Key differences include LLM Stats Score (31.0 vs 24.8), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Nova 2 Pro and Qwen3 VL 235B A22B Instruct?

Nova 2 Pro is developed by Amazon and Qwen3 VL 235B A22B Instruct is developed by Alibaba Cloud / Qwen Team.