Model comparison

GLM-4.6V vs Laguna M.1

GLM-4.6V is the stronger model overall, scoring 41.3 to 32.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

GLM-4.6V Z.ai (Zhipu)

41.3

Rank #137 Confirmed

Laguna M.1 Poolside

32.5

Rank #256 Reported

Summary

  • The widest gap is in reasoning, where GLM-4.6V leads 27.6 to 23.1.
  • Laguna M.1 accepts more context: 262K tokens versus 128K.

Side by side

GLM-4.6V and Laguna M.1 specifications
GLM-4.6VLaguna M.1
ProviderZ.ai (Zhipu)Poolside
Noometry Index41.332.5
Released2025-12-082026-04-28
WeightsOpenOpen
Context window128K262K
Max output33K33K
Input $ / M tokens$0.30—
Output $ / M tokens$0.90—
Results tracked123

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Category by category

Coding GLM-4.6V leads

GLM-4.6V: 40.9 (#128), Laguna M.1: 36.6 (#204)

Coding benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena WebDev—1349
LMArena Coding1390—

Reasoning GLM-4.6V leads

GLM-4.6V: 27.6 (#115), Laguna M.1: 23.1 (#184)

Reasoning benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Hard Prompts1368—
Surface Evolver Bench—15.6%

Math Not comparable

GLM-4.6V: —, Laguna M.1: 21.1 (#283)

Math benchmarks
BenchmarkGLM-4.6VLaguna M.1
ProofBench—0%

Knowledge Not comparable

GLM-4.6V: 38.0 (#149), Laguna M.1: —

Knowledge benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Expert1371—

Multimodal Not comparable

GLM-4.6V: 34.8 (#90), Laguna M.1: —

Multimodal benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Vision1164—

Multilingual Not comparable

GLM-4.6V: 48.6 (#141), Laguna M.1: —

Multilingual benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Non-English1359—
LMArena Chinese1425—
LMArena Russian1340—

Instruction Following Not comparable

GLM-4.6V: 71.4 (#151), Laguna M.1: —

Instruction Following benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Instruction Following1352—

Long Context Not comparable

GLM-4.6V: 41.3 (#143), Laguna M.1: —

Long Context benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Longer Query1358—

Writing & Preference Not comparable

GLM-4.6V: 56.6 (#137), Laguna M.1: —

Writing & Preference benchmarks
BenchmarkGLM-4.6VLaguna M.1
LMArena Text1377—
LMArena Creative Writing1347—
LMArena Multi-Turn1360—

Frequently asked questions

Is GLM-4.6V better than Laguna M.1?

GLM-4.6V is the stronger model overall, scoring 41.3 to 32.5 on the Noometry Index.

Is GLM-4.6V or Laguna M.1 better for coding?

GLM-4.6V scores higher on coding benchmarks: 40.9 versus 36.6 in the Noometry coding category.

Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 128K.

How many benchmarks do GLM-4.6V and Laguna M.1 share?

0 benchmarks have published results for both models. GLM-4.6V has 12 scored results on Noometry and Laguna M.1 has 3.

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