Noometry

Model comparison

Amazon Nova Pro vs GLM-4.5V

GLM-4.5V is the stronger model overall, scoring 39.8 to 31.0 on the Noometry Index.

Last verified . 14 shared benchmarks.

Amazon Nova Pro Amazon

31.0

Rank #281 Confirmed

GLM-4.5V Z.ai (Zhipu)

39.8

Rank #158 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Amazon Nova Pro scores higher in 0 categories and GLM-4.5V in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GLM-4.5V leads 37.5 to 27.4.
  • GLM-4.5V is cheaper at $0.60 / $1.80 per million input/output tokens, against $0.80 / $3.20 for Amazon Nova Pro.
  • Amazon Nova Pro accepts more context: 300K tokens versus 64K.
  • GLM-4.5V has downloadable open weights; the other is API-only.

Side by side

Amazon Nova ProGLM-4.5V
ProviderAmazonZ.ai (Zhipu)
Noometry Index31.039.8
Released2024-12-032025-08-11
WeightsProprietaryOpen
Context window300K64K
Max output10K16K
Input $ / M tokens$0.80$0.60
Output $ / M tokens$3.20$1.80
Results tracked3815

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Category by category

Coding GLM-4.5V leads

Amazon Nova Pro: 35.1 (#229), GLM-4.5V: 39.5 (#155)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Coding12701347
LiveBench Coding38.1%—

Agentic & Tool Use Not comparable

Amazon Nova Pro: 16.7 (#147), GLM-4.5V: —

BenchmarkAmazon Nova ProGLM-4.5V
Berkeley Function Calling Leaderboard25%—
TheAgentCompany1.7%—

Reasoning GLM-4.5V leads

Amazon Nova Pro: 20.0 (#243), GLM-4.5V: 27.4 (#119)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Hard Prompts12461334
Kagi LLM Benchmark—59.8%
LiveBench Reasoning32.6%—
LiveBench Data Analysis48.3%—
Epoch Capabilities Index123.8—
LiveBench43.5%—

Math GLM-4.5V leads

Amazon Nova Pro: 28.5 (#243), GLM-4.5V: 37.4 (#159)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Math12521354
Omni-MATH24.2%—
LiveBench Math38%—

Knowledge GLM-4.5V leads

Amazon Nova Pro: 27.4 (#250), GLM-4.5V: 37.5 (#156)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Expert12111353
Humanity's Last Exam4.4%—
MMLU-Pro67.3%—
Confabulations30.1%—
Vectara Hallucination Rate5.1%—
GPQA (HELM)44.6%—
MMLU82%—

Multimodal GLM-4.5V leads

Amazon Nova Pro: 25.0 (#126), GLM-4.5V: 34.3 (#92)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Vision9801154

Multilingual GLM-4.5V leads

Amazon Nova Pro: 39.7 (#223), GLM-4.5V: 44.6 (#177)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Non-English12341303
LMArena Chinese12441337
LMArena Russian12401298
LMArena Spanish11821336
LMArena French1271—
LMArena German1243—
LMArena Japanese1200—
LMArena Korean1203—

Instruction Following GLM-4.5V leads

Amazon Nova Pro: 64.9 (#226), GLM-4.5V: 69.2 (#175)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Instruction Following12351311
LiveBench Instruction Following67.1%—
IFEval81.5%—

Long Context GLM-4.5V leads

Amazon Nova Pro: 38.1 (#205), GLM-4.5V: 39.6 (#171)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Longer Query12551304

Writing & Preference GLM-4.5V leads

Amazon Nova Pro: 43.9 (#226), GLM-4.5V: 52.5 (#170)

BenchmarkAmazon Nova ProGLM-4.5V
LMArena Text12591333
LMArena Creative Writing12121295
LMArena Multi-Turn12461332
Short-Story Creative Writing60.5%—
WildBench77.7%—
LiveBench Language37%—

Frequently asked questions

Is Amazon Nova Pro better than GLM-4.5V?

GLM-4.5V is the stronger model overall, scoring 39.8 to 31.0 on the Noometry Index.

Which is cheaper, Amazon Nova Pro or GLM-4.5V?

GLM-4.5V is cheaper. It lists at $0.60 per million input tokens and $1.80 per million output tokens; Amazon Nova Pro lists at $0.80 and $3.20.

Is Amazon Nova Pro or GLM-4.5V better for coding?

GLM-4.5V scores higher on coding benchmarks: 39.5 versus 35.1 in the Noometry coding category.

Which has the bigger context window?

Amazon Nova Pro does, with 300K tokens against 64K.

How many benchmarks do Amazon Nova Pro and GLM-4.5V share?

14 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and GLM-4.5V has 15.

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