Model comparison

Claude Fable 5.1 vs GLM-4.5

Claude Fable 5.1 is the stronger model overall, scoring 69.0 to 42.0 on the Noometry Index. GLM-4.5 costs 20× less per token, which makes it the better buy when Claude Fable 5.1's lead doesn't matter for your workload.

Last verified . 21 shared benchmarks.

Claude Fable 5.1 Anthropic

69.0

Rank #2 Confirmed

GLM-4.5 Z.ai (Zhipu)

42.0

Rank #122 Confirmed

Summary

  • They share 21 benchmarks with published results for both. Claude Fable 5.1 scores higher in 8 categories and GLM-4.5 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Fable 5.1 leads 89.6 to 39.0.
  • The biggest single-benchmark swing is WeirdML: 92.9% for Claude Fable 5.1 and 40.6% for GLM-4.5.
  • GLM-4.5 is cheaper at $0.60 / $2.20 per million input/output tokens, against $10 / $50 for Claude Fable 5.1.
  • Claude Fable 5.1 accepts more context: 1M tokens versus 131K.
  • GLM-4.5 has downloadable open weights; the other is API-only.

Side by side

Claude Fable 5.1 and GLM-4.5 specifications
Claude Fable 5.1GLM-4.5
ProviderAnthropicZ.ai (Zhipu)
Noometry Index69.042.0
Released2026-09-012025-07-27
WeightsProprietaryOpen
Context window1M131K
Max output128K98K
Input $ / M tokens$10$0.60
Output $ / M tokens$50$2.20
Results tracked5227

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Category by category

Coding Claude Fable 5.1 leads

Claude Fable 5.1: 74.7 (#1), GLM-4.5: 41.4 (#125)

Coding benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
WeirdML92.9%40.6%
LMArena Coding15281434
ALE-Bench2,143344.82
FrontierCode50.9%—
SWE-bench Verified (bash only)—54.2%
CursorBench51.8%—
LMArena WebDev1744—
FrontierSWE56.3%—
SciCode63.1%—
GSO88.2%—
MirrorCode73.3%—
AlgoTune—1.52

Agentic & Tool Use Not comparable

Claude Fable 5.1: 50.7 (#5), GLM-4.5: —

Agentic & Tool Use benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
APEX-Agents68.6%—
Remote Labor Index17.9%—
GDP.pdf29.6%—
Vending-Bench 25,422—

Reasoning Claude Fable 5.1 leads

Claude Fable 5.1: 76.7 (#7), GLM-4.5: 28.6 (#100)

Reasoning benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Hard Prompts15261429
ARC-AGI-290%—
Kagi LLM Benchmark—57.9%
NYT Connections (extended)90%—
ARC-AGI-197.5%—
CritPt31.1%—
Chess Puzzles47%—
EBR-Bench57.1%—
Mystery Game Puzzles58%—
DTBench97.6%—
LMCA65.5%—
Epoch Capabilities Index164.7—

Math Claude Fable 5.1 leads

Claude Fable 5.1: 89.6 (#4), GLM-4.5: 39.0 (#116)

Math benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Math15251427
FrontierMath (Tiers 1-3)90.2%—
FrontierMath Tier 487.8%—
OTIS Mock AIME 2024-2025100%—
ProofBench100%—
FrontierMath Erdős0%—

Knowledge Claude Fable 5.1 leads

Claude Fable 5.1: 69.6 (#6), GLM-4.5: 35.9 (#179)

Knowledge benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
Humanity's Last Exam46.5%8.3%
LMArena Expert15351433
SimpleQA Verified70.8%—
Confabulations—11.3%

Multimodal Not comparable

Claude Fable 5.1: 53.9 (#4), GLM-4.5: —

Multimodal benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Vision1318—
Blueprint-Bench 241.9%—
Furniture Assembly70%—
LMArena Document1513—

Multilingual Claude Fable 5.1 leads

Claude Fable 5.1: 59.1 (#3), GLM-4.5: 52.8 (#77)

Multilingual benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Non-English15071417
LMArena Chinese15861465
LMArena French15251418
LMArena German15001407
LMArena Japanese15431415
LMArena Korean15341380
LMArena Russian15211414
LMArena Spanish15161454

Instruction Following Claude Fable 5.1 leads

Claude Fable 5.1: 79.2 (#6), GLM-4.5: 74.1 (#104)

Instruction Following benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Instruction Following15171404

Long Context Claude Fable 5.1 leads

Claude Fable 5.1: 46.7 (#20), GLM-4.5: 38.2 (#201)

Long Context benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Longer Query15221412
Fiction.LiveBench—58.3%

Writing & Preference Claude Fable 5.1 leads

Claude Fable 5.1: 79.2 (#2), GLM-4.5: 57.5 (#127)

Writing & Preference benchmarks
BenchmarkClaude Fable 5.1GLM-4.5
LMArena Text15101430
LMArena Creative Writing15071395
EQ-Bench Creative Writing21621343
LMArena Multi-Turn14921415
Short-Story Creative Writing—73.4%

Frequently asked questions

Is Claude Fable 5.1 better than GLM-4.5?

Claude Fable 5.1 is the stronger model overall, scoring 69.0 to 42.0 on the Noometry Index. GLM-4.5 costs 20× less per token, which makes it the better buy when Claude Fable 5.1's lead doesn't matter for your workload.

Which is cheaper, Claude Fable 5.1 or GLM-4.5?

GLM-4.5 is cheaper. It lists at $0.60 per million input tokens and $2.20 per million output tokens; Claude Fable 5.1 lists at $10 and $50.

Is Claude Fable 5.1 or GLM-4.5 better for coding?

Claude Fable 5.1 scores higher on coding benchmarks: 74.7 versus 41.4 in the Noometry coding category.

Which has the bigger context window?

Claude Fable 5.1 does, with 1M tokens against 131K.

How many benchmarks do Claude Fable 5.1 and GLM-4.5 share?

21 benchmarks have published results for both models. Claude Fable 5.1 has 52 scored results on Noometry and GLM-4.5 has 27.

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