# GLM-5.1 vs GPT-5.2 Pro

> GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 47.6 on the Noometry Index. GLM-5.1 costs 27× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/glm-5-1-vs-gpt-5-2-pro
- Last updated: 2026-10-10
- Shared benchmarks: 5

## Summary

- They share 5 benchmarks with published results for both. GLM-5.1 scores higher in 0 categories and GPT-5.2 Pro in 2 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.2 Pro leads 64.8 to 49.0.
- The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 36.8% for GLM-5.1 and 74% for GPT-5.2 Pro.
- GLM-5.1 is cheaper at $1.40 / $4.40 per million input/output tokens, against $21 / $168 for GPT-5.2 Pro.
- GPT-5.2 Pro accepts more context: 400K tokens versus 200K.
- GLM-5.1 has downloadable open weights; the other is API-only.

## Snapshot

| | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| Provider | Z.ai (Zhipu) | OpenAI |
| Noometry Index | 47.6 | 52.2 |
| Rank | 51 | 34 |
| Context | 200K | 400K |
| Input $/M | $1.40 | $21 |
| Output $/M | $4.40 | $168 |
| Weights | Open | Proprietary |

## Coding

- GLM-5.1: 48.5 (#52)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| SWE-bench Verified | 74.2% | — |
| LMArena WebDev | 1509 | — |
| SciCode | 43.8% | — |
| WeirdML | 57.1% | — |
| LMArena Coding | 1486 | — |
| ALE-Bench | 887.1 | — |

## Agentic & Tool Use

- GLM-5.1: 24.8 (#106)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| APEX-Agents | 40.9% | — |
| ExploitBench | 18.1% | — |
| GBAEval | 0% | — |
| Vending-Bench 2 | 5,634 | — |

## Reasoning

- GLM-5.1: 38.2 (#57)
- GPT-5.2 Pro: 51.8 (#31)

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| SimpleBench | 55.1% | 57.4% |
| NYT Connections (extended) | 77.7% | 79.3% |
| Epoch Capabilities Index | 149.86 | 155.41 |
| ARC-AGI-2 | — | 54.2% |
| ARC-AGI-1 | — | 90.5% |
| CritPt | 4.6% | — |
| Chess Puzzles | 19% | — |
| Thematic Generalization | 69.8% | — |
| LMArena Hard Prompts | 1472 | — |

## Math

- GLM-5.1: 49.0 (#48)
- GPT-5.2 Pro: 64.8 (#23)

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 36.8% | 74% |
| FrontierMath Tier 4 (v1) | 12.5% | 31.3% |
| FrontierMath Tier 4 | — | 46% |
| MathArena Final-Answer Competitions | 67.1% | — |
| OTIS Mock AIME 2024-2025 | 93.3% | — |
| ProofBench | 22.2% | — |
| LMArena Math | 1472 | — |
| FrontierMath (Feb 2025 set) | 33.4% | — |

## Knowledge

- GLM-5.1: 55.0 (#45)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| GPQA Diamond | 89.9% | — |
| SimpleQA Verified | 34% | — |
| LMArena Expert | 1477 | — |

## Multilingual

- GLM-5.1: 55.2 (#34)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| LMArena Non-English | 1448 | — |
| LMArena Chinese | 1516 | — |
| LMArena French | 1478 | — |
| LMArena German | 1466 | — |
| LMArena Japanese | 1436 | — |
| LMArena Korean | 1423 | — |
| LMArena Russian | 1453 | — |
| LMArena Spanish | 1467 | — |

## Instruction Following

- GLM-5.1: 76.5 (#41)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| LMArena Instruction Following | 1451 | — |

## Long Context

- GLM-5.1: 44.9 (#51)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| LMArena Longer Query | 1467 | — |

## Writing & Preference

- GLM-5.1: 67.2 (#29)
- GPT-5.2 Pro: —

| Benchmark | GLM-5.1 | GPT-5.2 Pro |
|---|---|---|
| LMArena Text | 1462 | — |
| LMArena Creative Writing | 1454 | — |
| EQ-Bench Creative Writing | 1592 | — |
| LMArena Multi-Turn | 1473 | — |

## FAQ

### Is GLM-5.1 better than GPT-5.2 Pro?

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 47.6 on the Noometry Index. GLM-5.1 costs 27× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.

### Which is cheaper, GLM-5.1 or GPT-5.2 Pro?

GLM-5.1 is cheaper. It lists at $1.40 per million input tokens and $4.40 per million output tokens; GPT-5.2 Pro lists at $21 and $168.

### Which has the bigger context window?

GPT-5.2 Pro does, with 400K tokens against 200K.

### How many benchmarks do GLM-5.1 and GPT-5.2 Pro share?

5 benchmarks have published results for both models. GLM-5.1 has 41 scored results on Noometry and GPT-5.2 Pro has 8.