# GLM-5 vs GPT-5.2

> Side-by-side benchmark comparison for GLM-5 and GPT-5.2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-5-vs-gpt-5-2
- Last updated: October 17, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick GPT-5.2 if you want the stronger benchmark profile. GLM-5 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GPT-5.2 leads overall 59.86 to 54.84.
- The clearest category separation is in mathematics, where the averages are 83 for GLM-5 and 71.1 for GPT-5.2.
- The biggest single benchmark swing is GPQA in Knowledge, with scores of 86% and 92.4%.
- GLM-5 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- GPT-5.2 also has the larger context window at 400K.

## Model Snapshot

| Property | GLM-5 | GPT-5.2 |
|----------|----------|----------|
| Creator | Z.AI | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 200K | 400K |
| Overall Score | 54.84 | 59.86 |
| Benchmarks Covered | 38 | 31 |
| Pricing (input/output) | $1.00 / $3.20 | $1.75 / $14.00 |

## Category Breakdown

### Agentic

- Winner: Directional only
- GLM-5 public-lane score: 41.5 (Estimated · #63/128)
- GPT-5.2 public-lane score: 44.4 (Supported · #58/128)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 56.2% | Coming soon | Coming soon |
| BrowseComp | 62% | 65.8% | GPT-5.2 |
| HLE w/ tools | 50.4% | Coming soon | Coming soon |
| Claw-Eval | 57.7% | Coming soon | Coming soon |
| QwenClawBench | 54.1% | Coming soon | Coming soon |
| τ³-bench results | 65.6% | Coming soon | Coming soon |
| DeepPlanning | 14.6% | Coming soon | Coming soon |
| Toolathlon | 38% | Coming soon | Coming soon |
| MCP Atlas | 31.1% | Coming soon | Coming soon |
| MCP-Tasks | 60.8% | Coming soon | Coming soon |
| WideResearch | 69.8% | Coming soon | Coming soon |
| CyberGym | 43.2% | Coming soon | Coming soon |
| Gert Labs | 50.99% | 46.54% | GLM-5 |
| OSWorld-Verified | Coming soon | 47.3% | Coming soon |
| JobBench | Coming soon | 34.3% | Coming soon |

### Coding

- Winner: Directional only
- GLM-5 public-lane score: 38 (Estimated · #70/150)
- GPT-5.2 public-lane score: 36.8 (Supported · #73/150)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.8% | 80% | GPT-5.2 |
| SWE-bench Verified* | 72.8% | Coming soon | Coming soon |
| SWE-bench Pro | 55.1% | 55.6% | GPT-5.2 |
| SWE Multilingual | 73.3% | Coming soon | Coming soon |
| NL2Repo | 35.9% | Coming soon | Coming soon |
| SWE-Rebench | 62.8% | Coming soon | Coming soon |
| React Native Evals | 74.8% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 56.2% | Coming soon | Coming soon |
| Vibe Code Bench | Coming soon | 53.50% | Coming soon |

### Reasoning

- Winner: Not comparable
- GLM-5 public-lane score: 70.9 (Unranked · 4 rankable rows)
- GPT-5.2 public-lane score: 64.3 (Unranked · 4 rankable rows)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| LongBench v2 | 60.8% | Coming soon | Coming soon |
| AI-Needle | 63.3% | Coming soon | Coming soon |
| ARC-AGI-2 | Coming soon | 52.9% | Coming soon |
| ARC-AGI-1 | Coming soon | 86.17% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- GLM-5 public-lane score: Coming soon
- GPT-5.2 public-lane score: 75.9 (#22/54)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| MMMU | Coming soon | 86.7% | Coming soon |
| MMMU-Pro | Coming soon | 79.5% | Coming soon |
| RealWorldQA | Coming soon | 83.3% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 85.7% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 86.0% | Coming soon |
| Video-MME (w/o subtitle) | Coming soon | 85.8% | Coming soon |
| MathVision | Coming soon | 83.0% | Coming soon |
| We-Math | Coming soon | 79.0% | Coming soon |
| DynaMath | Coming soon | 86.8% | Coming soon |
| SimpleVQA | Coming soon | 55.8% | Coming soon |
| CC-OCR | Coming soon | 70.3% | Coming soon |
| AI2D_TEST | Coming soon | 92.2% | Coming soon |
| CountBench | Coming soon | 91.9% | Coming soon |
| ERQA | Coming soon | 59.8% | Coming soon |
| VideoMMMU | Coming soon | 85.9% | Coming soon |
| MLVU (M-Avg) | Coming soon | 85.6% | Coming soon |
| CharXiv | Coming soon | 82.1% | Coming soon |
| V* | Coming soon | 75.9% | Coming soon |

### Knowledge

- Winner: Directional only
- GLM-5 public-lane score: 50.4 (Estimated · #79/184)
- GPT-5.2 public-lane score: 59.7 (Supported · #50/184)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 86% | 92.4% | GPT-5.2 |
| GPQA-D | 86.0% | Coming soon | Coming soon |
| SuperGPQA | 66.8% | Coming soon | Coming soon |
| MMLU-Pro | 85.7% | Coming soon | Coming soon |
| MMLU-Pro (Arcee) | 85.8% | Coming soon | Coming soon |
| HLE | 30.5% | Coming soon | Coming soon |

### Multilingual

- Winner: Not comparable
- GLM-5 public-lane score: 89.5 (#6/17)
- GPT-5.2 public-lane score: Coming soon

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-ProX | 83.1% | Coming soon | Coming soon |
| NOVA-63 | 55.1% | Coming soon | Coming soon |

### Instruction Following

- Winner: Directional only
- GLM-5 public-lane score: 88.6 (#35/148)
- GPT-5.2 public-lane score: 92.6 (#19/148)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 92.6% | Coming soon | Coming soon |

### Mathematics

- Winner: Not comparable
- GLM-5 public-lane score: 83 (Unranked · 6 rankable rows)
- GPT-5.2 public-lane score: 71.1 (Unranked · 3 rankable rows)

| Benchmark | GLM-5 | GPT-5.2 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 95.8% | Coming soon | Coming soon |
| AIME25 (Arcee) | 93.3% | Coming soon | Coming soon |
| HMMT Feb 2025 | 97.5% | Coming soon | Coming soon |
| HMMT Nov 2025 | 96.9% | Coming soon | Coming soon |
| HMMT Feb 2026 | 86.4% | Coming soon | Coming soon |
| MMAnswerBench | 82.5% | Coming soon | Coming soon |
| AIME 2025 | Coming soon | 100% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 67.400% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 31.700% | Coming soon |

## FAQ

### Which is better overall, GLM-5 or GPT-5.2?

GPT-5.2 is ahead overall on BenchLM right now.

### Where is the biggest gap between GLM-5 and GPT-5.2?

The widest category gap is in mathematics, where the averages are 83 for GLM-5 and 71.1 for GPT-5.2.

### How many benchmarks does GLM-5 cover on BenchLM?

GLM-5 currently has 38 sourced benchmark scores on BenchLM.

### How many benchmarks does GPT-5.2 cover on BenchLM?

GPT-5.2 currently has 31 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GLM-5 vs GLM-5.3](/compare/glm-5-vs-glm-5-3)
- [GPT-5.2 vs GLM-5.3](/compare/glm-5-3-vs-gpt-5-2)
- [GLM-5 vs GLM-5.2](/compare/glm-5-vs-glm-5-2)
- [GPT-5.2 vs GLM-5.2](/compare/glm-5-2-vs-gpt-5-2)

## Explore More

- [GLM-5 profile](/models/glm-5)
- [GPT-5.2 profile](/models/gpt-5-2)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)