Model comparison

GLM-5.2 vs GPT-6 Luna

GPT-6 Luna is the stronger model overall, scoring 53.3 to 51.1 on the Noometry Index.

Last verified . 38 shared benchmarks.

GLM-5.2 Z.ai (Zhipu)

51.1

Rank #44 Confirmed

GPT-6 Luna OpenAI

53.3

Rank #36 Confirmed

Summary

  • They share 38 benchmarks with published results for both. GLM-5.2 scores higher in 5 categories and GPT-6 Luna in 4 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-6 Luna leads 76.1 to 55.7.
  • The biggest single-benchmark swing is ARC-AGI-2: 22.8% for GLM-5.2 and 59.3% for GPT-6 Luna.
  • GPT-6 Luna is cheaper at $0.10 / $0.50 per million input/output tokens, against $1.40 / $4.40 for GLM-5.2.
  • GPT-6 Luna accepts more context: 1.05M tokens versus 1M.
  • GLM-5.2 has downloadable open weights; the other is API-only.

Side by side

GLM-5.2 and GPT-6 Luna specifications
GLM-5.2GPT-6 Luna
ProviderZ.ai (Zhipu)OpenAI
Noometry Index51.153.3
Released2026-06-132026-09-22
WeightsOpenProprietary
Context window1M1.05M
Max output131K128K
Input $ / M tokens$1.40$0.10
Output $ / M tokens$4.40$0.50
Results tracked5142

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Category by category

Coding GPT-6 Luna leads

GLM-5.2: 51.3 (#41), GPT-6 Luna: 55.5 (#25)

Coding benchmarks
BenchmarkGLM-5.2GPT-6 Luna
DeepSWE43.8%66.6%
FrontierCode24.5%42.4%
LMArena WebDev16031581
SciCode50.5%54.6%
LMArena Coding14851439
ALE-Bench1,0471,577
SWE-bench Verified78.7%—
WeirdML70.1%—

Agentic & Tool Use Too close to call

GLM-5.2: 32.4 (#63), GPT-6 Luna: 33.3 (#54)

Agentic & Tool Use benchmarks
BenchmarkGLM-5.2GPT-6 Luna
APEX-Agents45.2%44.3%
τ²-bench Banking37.1%—
PostTrainBench31.7%—
GBAEval0%—
GDP.pdf—23%
Vending-Bench 28,314—

Reasoning GPT-6 Luna leads

GLM-5.2: 42.3 (#52), GPT-6 Luna: 48.2 (#41)

Reasoning benchmarks
BenchmarkGLM-5.2GPT-6 Luna
ARC-AGI-222.8%59.3%
NYT Connections (extended)74.3%68.7%
ARC-AGI-177%86.7%
CritPt20.9%19.4%
Chess Puzzles21%31%
LMArena Hard Prompts14801411
Mystery Game Puzzles19%7%
DTBench93.6%90.1%
LMCA45.8%44.5%
Epoch Capabilities Index151.78156.28
SimpleBench58.8%—
Kagi LLM Benchmark62.6%—
EBR-Bench9.5%—
Surface Evolver Bench55.6%—

Math GPT-6 Luna leads

GLM-5.2: 55.7 (#43), GPT-6 Luna: 76.1 (#15)

Math benchmarks
BenchmarkGLM-5.2GPT-6 Luna
FrontierMath (Tiers 1-3)59.2%78.9%
FrontierMath Tier 429.3%56.1%
OTIS Mock AIME 2024-202586.4%98.9%
ProofBench35%64%
LMArena Math14821416
MathArena Final-Answer Competitions67.6%—

Knowledge Too close to call

GLM-5.2: 57.1 (#40), GPT-6 Luna: 57.0 (#41)

Knowledge benchmarks
BenchmarkGLM-5.2GPT-6 Luna
GPQA Diamond91.9%90.5%
SimpleQA Verified34.2%41.4%
LMArena Expert14861444

Multimodal Not comparable

GLM-5.2: —, GPT-6 Luna: 42.4 (#30)

Multimodal benchmarks
BenchmarkGLM-5.2GPT-6 Luna
LMArena Vision—1217
Blueprint-Bench 2—31.2%
Furniture Assembly—44.2%

Multilingual GLM-5.2 leads

GLM-5.2: 55.8 (#26), GPT-6 Luna: 50.5 (#117)

Multilingual benchmarks
BenchmarkGLM-5.2GPT-6 Luna
LMArena Non-English14591386
LMArena Chinese15191433
LMArena French14791420
LMArena German14681369
LMArena Japanese14511369
LMArena Korean14451360
LMArena Russian14661394
LMArena Spanish14771393

Instruction Following GLM-5.2 leads

GLM-5.2: 76.9 (#34), GPT-6 Luna: 74.3 (#99)

Instruction Following benchmarks
BenchmarkGLM-5.2GPT-6 Luna
LMArena Instruction Following14651409

Long Context GLM-5.2 leads

GLM-5.2: 45.3 (#43), GPT-6 Luna: 43.0 (#111)

Long Context benchmarks
BenchmarkGLM-5.2GPT-6 Luna
LMArena Longer Query14791409

Writing & Preference GLM-5.2 leads

GLM-5.2: 70.4 (#21), GPT-6 Luna: 58.3 (#119)

Writing & Preference benchmarks
BenchmarkGLM-5.2GPT-6 Luna
LMArena Text14701391
LMArena Creative Writing14621363
LMArena Multi-Turn14691396
EQ-Bench Creative Writing1757—
EQ-Bench 41222—

Frequently asked questions

Is GLM-5.2 better than GPT-6 Luna?

GPT-6 Luna is the stronger model overall, scoring 53.3 to 51.1 on the Noometry Index.

Which is cheaper, GLM-5.2 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-5.2 lists at $1.40 and $4.40.

Is GLM-5.2 or GPT-6 Luna better for coding?

GPT-6 Luna scores higher on coding benchmarks: 55.5 versus 51.3 in the Noometry coding category.

Which has the bigger context window?

GPT-6 Luna does, with 1.05M tokens against 1M.

How many benchmarks do GLM-5.2 and GPT-6 Luna share?

38 benchmarks have published results for both models. GLM-5.2 has 51 scored results on Noometry and GPT-6 Luna has 42.

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