Model comparison

Claude Opus 4.1 vs GLM-5.1

GLM-5.1 is the stronger model overall, scoring 47.8 to 41.0 on the Noometry Index.

Last verified . 29 shared benchmarks.

Claude Opus 4.1 Anthropic

41.0

Rank #142 Confirmed

GLM-5.1 Z.ai (Zhipu)

47.8

Rank #59 Confirmed

Summary

  • They share 29 benchmarks with published results for both. Claude Opus 4.1 scores higher in 1 category and GLM-5.1 in 8 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.1 leads 49.7 to 22.3.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 68.9% for Claude Opus 4.1 and 93.3% for GLM-5.1.
  • GLM-5.1 is cheaper at $1.40 / $4.40 per million input/output tokens, against $15 / $75 for Claude Opus 4.1.
  • GLM-5.1 has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.1 and GLM-5.1 specifications
Claude Opus 4.1GLM-5.1
ProviderAnthropicZ.ai (Zhipu)
Noometry Index41.047.8
Released2025-08-052026-04-07
WeightsProprietaryOpen
Context window200K200K
Max output32K131K
Input $ / M tokens$15$1.40
Output $ / M tokens$75$4.40
Results tracked4841

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Category by category

Coding GLM-5.1 leads

Claude Opus 4.1: 44.4 (#73), GLM-5.1: 48.7 (#55)

Coding benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
SWE-bench Verified73.3%74.2%
LMArena WebDev13901508
WeirdML45.9%57.1%
LMArena Coding14791485
ALE-Bench674.77887.1
SciCode—43.8%
AlgoTune1.34—

Agentic & Tool Use Claude Opus 4.1 leads

Claude Opus 4.1: 35.0 (#41), GLM-5.1: 24.9 (#113)

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
Terminal-Bench38%—
APEX-Agents—40.9%
GDPval43.6%—
Cybench42%—
DeepResearch Bench48.3%—
ExploitBench—18.1%
GBAEval—0%
LMArena Search1148—
METR Time Horizons66.8%—
Vending-Bench 2—5,634

Reasoning GLM-5.1 leads

Claude Opus 4.1: 32.2 (#76), GLM-5.1: 39.1 (#60)

Reasoning benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
SimpleBench60%55.1%
Chess Puzzles7%19%
LMArena Hard Prompts14431472
Epoch Capabilities Index144.12149.84
NYT Connections (extended)—77.7%
CritPt—4.6%
EnigmaEval7.2%—
Thematic Generalization—69.8%
EBR-Bench7.9%—
Mystery Game Puzzles21%—
DTBench80%—
LMCA37.1%—
ForecastBench62—

Math GLM-5.1 leads

Claude Opus 4.1: 22.3 (#277), GLM-5.1: 49.7 (#60)

Knowledge GLM-5.1 leads

Claude Opus 4.1: 42.0 (#101), GLM-5.1: 54.9 (#50)

Knowledge benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
GPQA Diamond77.3%89.9%
LMArena Expert14391476
Humanity's Last Exam11.5%—
SimpleQA Verified—34%
Confabulations17.1%—
Vectara Hallucination Rate11.8%—

Multimodal Not comparable

Claude Opus 4.1: 26.8 (#119), GLM-5.1: —

Multimodal benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
VPCT35%—

Multilingual GLM-5.1 leads

Claude Opus 4.1: 52.0 (#95), GLM-5.1: 55.0 (#36)

Multilingual benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
LMArena Non-English14051447
LMArena Chinese14271515
LMArena French14311474
LMArena German14131465
LMArena Japanese13781434
LMArena Korean13801418
LMArena Russian14221454
LMArena Spanish14481469

Instruction Following Too close to call

Claude Opus 4.1: 75.6 (#58), GLM-5.1: 76.3 (#42)

Instruction Following benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
LMArena Instruction Following14351451

Long Context Too close to call

Claude Opus 4.1: 44.5 (#63), GLM-5.1: 44.9 (#53)

Long Context benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
LMArena Longer Query14551466

Writing & Preference GLM-5.1 leads

Claude Opus 4.1: 62.4 (#74), GLM-5.1: 66.9 (#31)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.1GLM-5.1
LMArena Text14191461
LMArena Creative Writing14121453
LMArena Multi-Turn14441472
Short-Story Creative Writing84.7%—
EQ-Bench Creative Writing—1592

Frequently asked questions

Is Claude Opus 4.1 better than GLM-5.1?

GLM-5.1 is the stronger model overall, scoring 47.8 to 41.0 on the Noometry Index.

Which is cheaper, Claude Opus 4.1 or GLM-5.1?

GLM-5.1 is cheaper. It lists at $1.40 per million input tokens and $4.40 per million output tokens; Claude Opus 4.1 lists at $15 and $75.

Is Claude Opus 4.1 or GLM-5.1 better for coding?

GLM-5.1 scores higher on coding benchmarks: 48.7 versus 44.4 in the Noometry coding category.

Which has the bigger context window?

Both accept 200K tokens.

How many benchmarks do Claude Opus 4.1 and GLM-5.1 share?

29 benchmarks have published results for both models. Claude Opus 4.1 has 48 scored results on Noometry and GLM-5.1 has 41.

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