Model comparison

Amazon Nova Lite vs Qwen3-VL 235B-A22B

Qwen3-VL 235B-A22B is the stronger model overall, scoring 42.5 to 31.4 on the Noometry Index. Amazon Nova Lite costs 12× less per token, which makes it the better buy when Qwen3-VL 235B-A22B's lead doesn't matter for your workload.

Last verified . 18 shared benchmarks.

Amazon Nova Lite Amazon

31.4

Rank #262 Confirmed

Qwen3-VL 235B-A22B Alibaba (Qwen)

42.5

Rank #98 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Amazon Nova Lite 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 60.4 to 42.3.
  • Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $0.70 / $2.80 for Qwen3-VL 235B-A22B.
  • Amazon Nova Lite 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 Lite and Qwen3-VL 235B-A22B specifications
Amazon Nova LiteQwen3-VL 235B-A22B
ProviderAmazonAlibaba (Qwen)
Noometry Index31.442.5
Released2024-12-032025-04
WeightsProprietaryOpen
Context window300K131K
Max output10K33K
Input $ / M tokens$0.06$0.70
Output $ / M tokens$0.24$2.80
Results tracked3418

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Category by category

Coding Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 32.0 (#266), Qwen3-VL 235B-A22B: 41.8 (#103)

Coding benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Coding12391438
LiveBench Coding27.5%—
ALE-Bench236.25—

Reasoning Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 18.5 (#257), Qwen3-VL 235B-A22B: 28.1 (#92)

Reasoning benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Hard Prompts12201428
LiveBench Reasoning36.7%—
LiveBench Data Analysis37.2%—
LiveBench36.4%—

Math Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 25.8 (#243), Qwen3-VL 235B-A22B: 36.2 (#120)

Math benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Math12271426
Omni-MATH23.3%—
LiveBench Math36.7%—

Knowledge Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 26.0 (#254), Qwen3-VL 235B-A22B: 39.6 (#120)

Knowledge benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Expert12011440
Humanity's Last Exam3.6%—
MMLU-Pro60%—
Vectara Hallucination Rate6.1%—
GPQA (HELM)39.7%—
MMLU77%—

Multimodal Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 25.0 (#118), Qwen3-VL 235B-A22B: 39.1 (#50)

Multimodal benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Vision9901247

Multilingual Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 38.2 (#227), Qwen3-VL 235B-A22B: 52.1 (#92)

Multilingual benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Non-English12081405
LMArena Chinese12251462
LMArena French12371448
LMArena German12291424
LMArena Japanese11531385
LMArena Korean11531395
LMArena Russian12161409
LMArena Spanish12251427

Instruction Following Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 59.6 (#250), Qwen3-VL 235B-A22B: 74.4 (#95)

Instruction Following benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Instruction Following12051407
LiveBench Instruction Following54.1%—
IFEval77.6%—

Long Context Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 37.4 (#212), Qwen3-VL 235B-A22B: 43.4 (#93)

Long Context benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Longer Query12341420

Writing & Preference Qwen3-VL 235B-A22B leads

Amazon Nova Lite: 42.3 (#232), Qwen3-VL 235B-A22B: 60.4 (#94)

Writing & Preference benchmarks
BenchmarkAmazon Nova LiteQwen3-VL 235B-A22B
LMArena Text12291420
LMArena Creative Writing11971367
LMArena Multi-Turn11991428
WildBench75%—
LiveBench Language25.9%—

Frequently asked questions

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

Qwen3-VL 235B-A22B is the stronger model overall, scoring 42.5 to 31.4 on the Noometry Index. Amazon Nova Lite costs 12× less per token, which makes it the better buy when Qwen3-VL 235B-A22B's lead doesn't matter for your workload.

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

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; Qwen3-VL 235B-A22B lists at $0.70 and $2.80.

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

Qwen3-VL 235B-A22B scores higher on coding benchmarks: 41.8 versus 32.0 in the Noometry coding category.

Which has the bigger context window?

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

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

18 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and Qwen3-VL 235B-A22B has 18.

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