Noometry

Model comparison

Amazon Nova Pro vs Qwen3-VL 235B-A22B

Qwen3-VL 235B-A22B is the stronger model overall, scoring 43.2 to 31.0 on the Noometry Index.

Last verified . 18 shared benchmarks.

Amazon Nova Pro Amazon

31.0

Rank #281 Confirmed

Qwen3-VL 235B-A22B Alibaba (Qwen)

43.2

Rank #95 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Amazon Nova Pro scores higher in 0 categories and Qwen3-VL 235B-A22B in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Qwen3-VL 235B-A22B leads 60.2 to 43.9.
  • Qwen3-VL 235B-A22B is cheaper at $0.70 / $2.80 per million input/output tokens, against $0.80 / $3.20 for Amazon Nova Pro.
  • Amazon Nova Pro accepts more context: 300K tokens versus 131K.
  • Qwen3-VL 235B-A22B has downloadable open weights; the other is API-only.

Side by side

Amazon Nova ProQwen3-VL 235B-A22B
ProviderAmazonAlibaba (Qwen)
Noometry Index31.043.2
Released2024-12-032025-04
WeightsProprietaryOpen
Context window300K131K
Max output10K33K
Input $ / M tokens$0.80$0.70
Output $ / M tokens$3.20$2.80
Results tracked3818

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Category by category

Coding Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 35.1 (#229), Qwen3-VL 235B-A22B: 42.4 (#100)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Coding12701439
LiveBench Coding38.1%—

Agentic & Tool Use Not comparable

Amazon Nova Pro: 16.7 (#147), Qwen3-VL 235B-A22B: —

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
Berkeley Function Calling Leaderboard25%—
TheAgentCompany1.7%—

Reasoning Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 20.0 (#243), Qwen3-VL 235B-A22B: 29.3 (#92)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Hard Prompts12461428
LiveBench Reasoning32.6%—
LiveBench Data Analysis48.3%—
Epoch Capabilities Index123.8—
LiveBench43.5%—

Math Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 28.5 (#243), Qwen3-VL 235B-A22B: 39.0 (#118)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Math12521426
Omni-MATH24.2%—
LiveBench Math38%—

Knowledge Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 27.4 (#250), Qwen3-VL 235B-A22B: 40.3 (#121)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Expert12111442
Humanity's Last Exam4.4%—
MMLU-Pro67.3%—
Confabulations30.1%—
Vectara Hallucination Rate5.1%—
GPQA (HELM)44.6%—
MMLU82%—

Multimodal Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 25.0 (#126), Qwen3-VL 235B-A22B: 39.8 (#55)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Vision9801247

Multilingual Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 39.7 (#223), Qwen3-VL 235B-A22B: 51.9 (#97)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Non-English12341405
LMArena Chinese12441463
LMArena French12711452
LMArena German12431424
LMArena Japanese12001385
LMArena Korean12031394
LMArena Russian12401408
LMArena Spanish11821428

Instruction Following Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 64.9 (#226), Qwen3-VL 235B-A22B: 74.2 (#101)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Instruction Following12351406
LiveBench Instruction Following67.1%—
IFEval81.5%—

Long Context Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 38.1 (#205), Qwen3-VL 235B-A22B: 43.4 (#98)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Longer Query12551420

Writing & Preference Qwen3-VL 235B-A22B leads

Amazon Nova Pro: 43.9 (#226), Qwen3-VL 235B-A22B: 60.2 (#99)

BenchmarkAmazon Nova ProQwen3-VL 235B-A22B
LMArena Text12591420
LMArena Creative Writing12121366
LMArena Multi-Turn12461428
Short-Story Creative Writing60.5%—
WildBench77.7%—
LiveBench Language37%—

Frequently asked questions

Is Amazon Nova Pro better than Qwen3-VL 235B-A22B?

Qwen3-VL 235B-A22B is the stronger model overall, scoring 43.2 to 31.0 on the Noometry Index.

Which is cheaper, Amazon Nova Pro or Qwen3-VL 235B-A22B?

Qwen3-VL 235B-A22B is cheaper. It lists at $0.70 per million input tokens and $2.80 per million output tokens; Amazon Nova Pro lists at $0.80 and $3.20.

Is Amazon Nova Pro or Qwen3-VL 235B-A22B better for coding?

Qwen3-VL 235B-A22B scores higher on coding benchmarks: 42.4 versus 35.1 in the Noometry coding category.

Which has the bigger context window?

Amazon Nova Pro does, with 300K tokens against 131K.

How many benchmarks do Amazon Nova Pro and Qwen3-VL 235B-A22B share?

18 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and Qwen3-VL 235B-A22B has 18.

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