Model comparison

GLM-5V-Turbo vs GPT-6 Luna

GPT-6 Luna is the stronger model overall, scoring 53.3 to 43.8 on the Noometry Index.

Last verified . 18 shared benchmarks.

GLM-5V-Turbo Z.ai (Zhipu)

43.8

Rank #84 Confirmed

GPT-6 Luna OpenAI

53.3

Rank #36 Confirmed

Summary

  • They share 18 benchmarks with published results for both. GLM-5V-Turbo scores higher in 4 categories and GPT-6 Luna in 5 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-6 Luna leads 76.1 to 39.4.
  • GPT-6 Luna is cheaper at $0.10 / $0.50 per million input/output tokens, against $1.20 / $4 for GLM-5V-Turbo.
  • GPT-6 Luna accepts more context: 1.05M tokens versus 200K.

Side by side

GLM-5V-Turbo and GPT-6 Luna specifications
GLM-5V-TurboGPT-6 Luna
ProviderZ.ai (Zhipu)OpenAI
Noometry Index43.853.3
Released2026-04-012026-09-22
WeightsProprietaryProprietary
Context window200K1.05M
Max output131K128K
Input $ / M tokens$1.20$0.10
Output $ / M tokens$4$0.50
Results tracked1942

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Category by category

Coding GPT-6 Luna leads

GLM-5V-Turbo: 42.1 (#111), GPT-6 Luna: 55.5 (#25)

Coding benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena WebDev14011581
LMArena Coding14661439
DeepSWE—66.6%
FrontierCode—42.4%
SciCode—54.6%
ALE-Bench—1,577

Agentic & Tool Use Not comparable

GLM-5V-Turbo: —, GPT-6 Luna: 33.3 (#54)

Agentic & Tool Use benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
APEX-Agents—44.3%
GDP.pdf—23%

Reasoning GPT-6 Luna leads

GLM-5V-Turbo: 29.7 (#89), GPT-6 Luna: 48.2 (#41)

Reasoning benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Hard Prompts14431411
ARC-AGI-2—59.3%
NYT Connections (extended)—68.7%
ARC-AGI-1—86.7%
CritPt—19.4%
Chess Puzzles—31%
Mystery Game Puzzles—7%
DTBench—90.1%
LMCA—44.5%
Epoch Capabilities Index—156.28

Math GPT-6 Luna leads

GLM-5V-Turbo: 39.4 (#106), GPT-6 Luna: 76.1 (#15)

Math benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Math14411416
FrontierMath (Tiers 1-3)—78.9%
FrontierMath Tier 4—56.1%
OTIS Mock AIME 2024-2025—98.9%
ProofBench—64%

Knowledge GPT-6 Luna leads

GLM-5V-Turbo: 40.6 (#117), GPT-6 Luna: 57.0 (#41)

Knowledge benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Expert14521444
GPQA Diamond—90.5%
SimpleQA Verified—41.4%

Multimodal GPT-6 Luna leads

GLM-5V-Turbo: 40.9 (#42), GPT-6 Luna: 42.4 (#30)

Multimodal benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Vision12641217
Blueprint-Bench 2—31.2%
Furniture Assembly—44.2%
LMArena Document1416—

Multilingual GLM-5V-Turbo leads

GLM-5V-Turbo: 53.0 (#73), GPT-6 Luna: 50.5 (#117)

Multilingual benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Non-English14201386
LMArena Chinese14881433
LMArena French14441420
LMArena German14231369
LMArena Korean13961360
LMArena Russian14311394
LMArena Spanish14501393
LMArena Japanese—1369

Instruction Following Too close to call

GLM-5V-Turbo: 75.0 (#80), GPT-6 Luna: 74.3 (#99)

Instruction Following benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Instruction Following14231409

Long Context Too close to call

GLM-5V-Turbo: 44.0 (#80), GPT-6 Luna: 43.0 (#111)

Long Context benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Longer Query14381409

Writing & Preference GLM-5V-Turbo leads

GLM-5V-Turbo: 62.5 (#73), GPT-6 Luna: 58.3 (#119)

Writing & Preference benchmarks
BenchmarkGLM-5V-TurboGPT-6 Luna
LMArena Text14371391
LMArena Creative Writing14161363
LMArena Multi-Turn14321396

Frequently asked questions

Is GLM-5V-Turbo better than GPT-6 Luna?

GPT-6 Luna is the stronger model overall, scoring 53.3 to 43.8 on the Noometry Index.

Which is cheaper, GLM-5V-Turbo or GPT-6 Luna?

GPT-6 Luna is cheaper. It lists at $0.10 per million input tokens and $0.50 per million output tokens; GLM-5V-Turbo lists at $1.20 and $4.

Is GLM-5V-Turbo or GPT-6 Luna better for coding?

GPT-6 Luna scores higher on coding benchmarks: 55.5 versus 42.1 in the Noometry coding category.

Which has the bigger context window?

GPT-6 Luna does, with 1.05M tokens against 200K.

How many benchmarks do GLM-5V-Turbo and GPT-6 Luna share?

18 benchmarks have published results for both models. GLM-5V-Turbo has 19 scored results on Noometry and GPT-6 Luna has 42.

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