# GLM-5 vs GPT-5.4 Pro

> GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 46.1 on the Noometry Index. GLM-5 costs 44× 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-vs-gpt-5-4-pro
- Last updated: 2026-10-10
- Shared benchmarks: 10

## Summary

- They share 10 benchmarks with published results for both. GLM-5 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 27.6.
- The biggest single-benchmark swing is ARC-AGI-2: 4.9% for GLM-5 and 83.3% for GPT-5.4 Pro.
- GLM-5 is cheaper at $1 / $3.20 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 205K.
- GLM-5 has downloadable open weights; the other is API-only.

## Snapshot

| | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| Provider | Z.ai (Zhipu) | OpenAI |
| Noometry Index | 46.1 | 58.9 |
| Rank | 66 | 18 |
| Context | 205K | 1.05M |
| Input $/M | $1 | $30 |
| Output $/M | $3.20 | $180 |
| Weights | Open | Proprietary |

## Coding

- GLM-5: 49.0 (#52)
- GPT-5.4 Pro: 43.2 (#90)

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 48.2% | 57.4% |
| SWE-bench Verified | 72.1% | — |
| SWE-bench Verified (bash only) | 72.8% | — |
| LMArena WebDev | 1434 | — |
| SWE-bench Multilingual | 69.7% | — |
| LMArena Coding | 1461 | — |
| ALE-Bench | 765.62 | — |

## Agentic & Tool Use

- GLM-5: 31.1 (#71)
- GPT-5.4 Pro: —

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| Terminal-Bench | 52.4% | — |
| τ²-bench Airline | 82.5% | — |
| τ²-bench Banking | 9.8% | — |
| τ²-bench Retail | 73.7% | — |
| τ²-bench Telecom | 86.8% | — |
| Vending-Bench 2 | 4,432 | — |

## Reasoning

- GLM-5: 27.6 (#116)
- GPT-5.4 Pro: 70.7 (#13)

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| ARC-AGI-2 | 4.9% | 83.3% |
| SimpleBench | 53.2% | 74.1% |
| ARC-AGI-1 | 44.7% | 94.5% |
| Chess Puzzles | 10% | 58.6% |
| Epoch Capabilities Index | 145.83 | 158.93 |
| Kagi LLM Benchmark | 75% | — |
| NYT Connections (extended) | 74.8% | — |
| CritPt | — | 30% |
| EnigmaEval | — | 23.8% |
| LMArena Hard Prompts | 1452 | — |
| ForecastBench | 61 | — |

## Math

- GLM-5: 46.4 (#71)
- GPT-5.4 Pro: 72.4 (#22)

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Feb 2025 set) | 16.4% | 50% |
| FrontierMath Tier 4 (v1) | 2.1% | 37.5% |
| FrontierMath (Tiers 1-3) | — | 82.5% |
| FrontierMath Tier 4 | — | 58.5% |
| MathArena Final-Answer Competitions | 65.7% | — |
| OTIS Mock AIME 2024-2025 | 80% | — |
| LMArena Math | 1440 | — |

## Knowledge

- GLM-5: 52.3 (#64)
- GPT-5.4 Pro: 68.3 (#7)

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 87.8% | 94.6% |
| Vectara Hallucination Rate | 10.1% | 8.3% |
| Humanity's Last Exam | — | 44.3% |
| SimpleQA Verified | — | 46.3% |
| LMArena Expert | 1454 | — |

## Multilingual

- GLM-5: 53.7 (#58)
- GPT-5.4 Pro: —

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1430 | — |
| LMArena Chinese | 1511 | — |
| LMArena French | 1455 | — |
| LMArena German | 1445 | — |
| LMArena Japanese | 1416 | — |
| LMArena Korean | 1423 | — |
| LMArena Russian | 1436 | — |
| LMArena Spanish | 1454 | — |

## Instruction Following

- GLM-5: 75.2 (#67)
- GPT-5.4 Pro: —

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Instruction Following | 1428 | — |

## Long Context

- GLM-5: 44.7 (#60)
- GPT-5.4 Pro: —

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| CL-bench | 18.7% | — |
| LMArena Longer Query | 1446 | — |

## Writing & Preference

- GLM-5: 66.0 (#38)
- GPT-5.4 Pro: —

| Benchmark | GLM-5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1446 | — |
| LMArena Creative Writing | 1439 | — |
| EQ-Bench Creative Writing | 1601 | — |
| LMArena Multi-Turn | 1456 | — |

## FAQ

### Is GLM-5 better than GPT-5.4 Pro?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 46.1 on the Noometry Index. GLM-5 costs 44× 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 or GPT-5.4 Pro?

GLM-5 is cheaper. It lists at $1 per million input tokens and $3.20 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is GLM-5 or GPT-5.4 Pro better for coding?

GLM-5 scores higher on coding benchmarks: 49.0 versus 43.2 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 205K.

### How many benchmarks do GLM-5 and GPT-5.4 Pro share?

10 benchmarks have published results for both models. GLM-5 has 45 scored results on Noometry and GPT-5.4 Pro has 16.