Model comparison

Claude Haiku 5.5 vs GLM-5.3-Flash

GLM-5.3-Flash is the stronger model overall, scoring 51.8 to 49.5 on the Noometry Index.

Last verified . 6 shared benchmarks.

Claude Haiku 5.5 Anthropic

49.5

Rank #52 Confirmed

GLM-5.3-Flash Z.ai (Zhipu)

51.8

Rank #41 Confirmed

Summary

  • They share 6 benchmarks with published results for both. Claude Haiku 5.5 scores higher in 2 categories and GLM-5.3-Flash in 3 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Haiku 5.5 leads 73.6 to 53.3.
  • The biggest single-benchmark swing is FrontierMath Tier 4: 46.3% for Claude Haiku 5.5 and 17.1% for GLM-5.3-Flash.
  • Claude Haiku 5.5 is cheaper at $0.10 / $0.50 per million input/output tokens, against $0.15 / $0.50 for GLM-5.3-Flash.
  • GLM-5.3-Flash has downloadable open weights; the other is API-only.

Side by side

Claude Haiku 5.5 and GLM-5.3-Flash specifications
Claude Haiku 5.5GLM-5.3-Flash
ProviderAnthropicZ.ai (Zhipu)
Noometry Index49.551.8
Released2026-10-072026-08-20
WeightsProprietaryOpen
Context window1M1M
Max output128K131K
Input $ / M tokens$0.10$0.15
Output $ / M tokens$0.50$0.50
Results tracked940

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Category by category

Coding GLM-5.3-Flash leads

Claude Haiku 5.5: 49.2 (#50), GLM-5.3-Flash: 53.1 (#31)

Coding benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
LMArena WebDev15871609
DeepSWE—63.4%
FrontierCode—31.8%
CursorBench—36.8%
FrontierSWE—18.1%
SciCode—51.6%
LMArena Coding—1508
ALE-Bench—303.55

Agentic & Tool Use Not comparable

Claude Haiku 5.5: —, GLM-5.3-Flash: 34.2 (#47)

Agentic & Tool Use benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
APEX-Agents—52.8%
GDP.pdf—14%

Reasoning GLM-5.3-Flash leads

Claude Haiku 5.5: 35.2 (#69), GLM-5.3-Flash: 48.0 (#42)

Reasoning benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
Mystery Game Puzzles30%8%
ARC-AGI-2—65.8%
NYT Connections (extended)65.7%—
ARC-AGI-1—91%
CritPt—15.4%
Chess Puzzles—14%
LMArena Hard Prompts—1491
Surface Evolver Bench—52.5%
Bench to the Future 3—0.15
Epoch Capabilities Index—151.88

Math Claude Haiku 5.5 leads

Claude Haiku 5.5: 73.6 (#18), GLM-5.3-Flash: 53.3 (#47)

Math benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
FrontierMath (Tiers 1-3)75.1%55.8%
FrontierMath Tier 446.3%17.1%
OTIS Mock AIME 2024-202598.9%93.9%
ProofBench—21%
LMArena Math—1500

Knowledge GLM-5.3-Flash leads

Claude Haiku 5.5: 50.8 (#70), GLM-5.3-Flash: 58.4 (#36)

Knowledge benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
GPQA Diamond89.6%90.2%
SimpleQA Verified23.8%—
LMArena Expert—1513

Multimodal Too close to call

Claude Haiku 5.5: 43.7 (#21), GLM-5.3-Flash: 42.8 (#27)

Multimodal benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
LMArena Vision—1296
Furniture Assembly47.5%—

Multilingual Not comparable

Claude Haiku 5.5: —, GLM-5.3-Flash: 56.0 (#25)

Multilingual benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
LMArena Non-English—1462
LMArena Chinese—1527
LMArena French—1496
LMArena German—1470
LMArena Japanese—1429
LMArena Korean—1446
LMArena Russian—1469
LMArena Spanish—1471

Instruction Following Not comparable

Claude Haiku 5.5: —, GLM-5.3-Flash: 77.5 (#20)

Instruction Following benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
LMArena Instruction Following—1478

Long Context Not comparable

Claude Haiku 5.5: —, GLM-5.3-Flash: 45.4 (#39)

Long Context benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
LMArena Longer Query—1482

Writing & Preference Not comparable

Claude Haiku 5.5: —, GLM-5.3-Flash: 65.3 (#50)

Writing & Preference benchmarks
BenchmarkClaude Haiku 5.5GLM-5.3-Flash
LMArena Text—1471
LMArena Creative Writing—1442
LMArena Multi-Turn—1467

Frequently asked questions

Is Claude Haiku 5.5 better than GLM-5.3-Flash?

GLM-5.3-Flash is the stronger model overall, scoring 51.8 to 49.5 on the Noometry Index.

Which is cheaper, Claude Haiku 5.5 or GLM-5.3-Flash?

Claude Haiku 5.5 is cheaper. It lists at $0.10 per million input tokens and $0.50 per million output tokens; GLM-5.3-Flash lists at $0.15 and $0.50.

Is Claude Haiku 5.5 or GLM-5.3-Flash better for coding?

GLM-5.3-Flash scores higher on coding benchmarks: 53.1 versus 49.2 in the Noometry coding category.

Which has the bigger context window?

Both accept 1M tokens.

How many benchmarks do Claude Haiku 5.5 and GLM-5.3-Flash share?

6 benchmarks have published results for both models. Claude Haiku 5.5 has 9 scored results on Noometry and GLM-5.3-Flash has 40.

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