# GLM-5.3 vs GPT-5.4 Pro

> GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 54.8 on the Noometry Index. GLM-5.3 costs 31× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/glm-5-3-vs-gpt-5-4-pro
- Last updated: 2026-10-10
- Shared benchmarks: 8

## Summary

- They share 8 benchmarks with published results for both. GLM-5.3 scores higher in 1 category and GPT-5.4 Pro in 3 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 46.1.
- The biggest single-benchmark swing is Chess Puzzles: 21% for GLM-5.3 and 58.6% for GPT-5.4 Pro.
- GLM-5.3 is cheaper at $1.40 / $4.40 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 1M.
- GLM-5.3 has downloadable open weights; the other is API-only.

## Snapshot

| | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| Provider | Z.ai (Zhipu) | OpenAI |
| Noometry Index | 54.8 | 58.9 |
| Rank | 26 | 18 |
| Context | 1M | 1.05M |
| Input $/M | $1.40 | $30 |
| Output $/M | $4.40 | $180 |
| Weights | Open | Proprietary |

## Coding

- GLM-5.3: 59.5 (#14)
- GPT-5.4 Pro: 43.2 (#90)

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 75.4% | 57.4% |
| DeepSWE | 69% | — |
| FrontierCode | 40.1% | — |
| CursorBench | 42.6% | — |
| LMArena WebDev | 1622 | — |
| FrontierSWE | 30.2% | — |
| SciCode | 59% | — |
| LMArena Coding | 1496 | — |
| ALE-Bench | 1,317 | — |

## Agentic & Tool Use

- GLM-5.3: 36.4 (#38)
- GPT-5.4 Pro: —

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| APEX-Agents | 56.6% | — |
| Vending-Bench 2 | 8,164 | — |

## Reasoning

- GLM-5.3: 46.1 (#46)
- GPT-5.4 Pro: 70.7 (#13)

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| CritPt | 19.1% | 30% |
| Chess Puzzles | 21% | 58.6% |
| Epoch Capabilities Index | 155.61 | 158.93 |
| ARC-AGI-2 | — | 83.3% |
| SimpleBench | — | 74.1% |
| NYT Connections (extended) | 74.2% | — |
| ARC-AGI-1 | — | 94.5% |
| EnigmaEval | — | 23.8% |
| LMArena Hard Prompts | 1489 | — |
| Mystery Game Puzzles | 33% | — |
| DTBench | 87.7% | — |
| LMCA | 55.5% | — |
| Bench to the Future 3 | 0.15 | — |

## Math

- GLM-5.3: 62.3 (#33)
- GPT-5.4 Pro: 72.4 (#22)

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 68.8% | 82.5% |
| FrontierMath Tier 4 | 29.3% | 58.5% |
| OTIS Mock AIME 2024-2025 | 91.1% | — |
| ProofBench | 49% | — |
| LMArena Math | 1489 | — |
| FrontierMath (Feb 2025 set) | — | 50% |
| FrontierMath Tier 4 (v1) | — | 37.5% |

## Knowledge

- GLM-5.3: 58.3 (#37)
- GPT-5.4 Pro: 68.3 (#7)

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 90.9% | 94.6% |
| SimpleQA Verified | 41% | 46.3% |
| Humanity's Last Exam | — | 44.3% |
| Vectara Hallucination Rate | — | 8.3% |
| LMArena Expert | 1516 | — |

## Multilingual

- GLM-5.3: 55.7 (#28)
- GPT-5.4 Pro: —

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1457 | — |
| LMArena Chinese | 1528 | — |
| LMArena French | 1499 | — |
| LMArena German | 1499 | — |
| LMArena Japanese | 1453 | — |
| LMArena Korean | 1472 | — |
| LMArena Russian | 1463 | — |
| LMArena Spanish | 1460 | — |

## Instruction Following

- GLM-5.3: 77.5 (#23)
- GPT-5.4 Pro: —

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| LMArena Instruction Following | 1477 | — |

## Long Context

- GLM-5.3: 45.4 (#41)
- GPT-5.4 Pro: —

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| LMArena Longer Query | 1482 | — |

## Writing & Preference

- GLM-5.3: 75.7 (#6)
- GPT-5.4 Pro: —

| Benchmark | GLM-5.3 | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1471 | — |
| LMArena Creative Writing | 1457 | — |
| EQ-Bench Creative Writing | 2075 | — |
| LMArena Multi-Turn | 1472 | — |

## FAQ

### Is GLM-5.3 better than GPT-5.4 Pro?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 54.8 on the Noometry Index. GLM-5.3 costs 31× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

### Which is cheaper, GLM-5.3 or GPT-5.4 Pro?

GLM-5.3 is cheaper. It lists at $1.40 per million input tokens and $4.40 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is GLM-5.3 or GPT-5.4 Pro better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 43.2 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 1M.

### How many benchmarks do GLM-5.3 and GPT-5.4 Pro share?

8 benchmarks have published results for both models. GLM-5.3 has 42 scored results on Noometry and GPT-5.4 Pro has 16.