# GLM-4.7 vs GPT-5.4 nano

> Side-by-side benchmark comparison for GLM-4.7 and GPT-5.4 nano across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-4-7-vs-gpt-5-4-nano
- Last updated: September 10, 2026

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

## Quick Verdict

Pick GPT-5.4 nano if you want the stronger benchmark profile. GLM-4.7 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GPT-5.4 nano leads overall 59.57 to 57.71.
- The clearest category separation is in mathematics, where the averages are 26 for GLM-4.7 and 43.9 for GPT-5.4 nano.
- The biggest single benchmark swing is FrontierMath v2 (Tiers 1-3) in Mathematics, with scores of 2.439% and 25.860%.
- GLM-4.7 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- GPT-5.4 nano also has the larger context window at 400K.

## Model Snapshot

| Property | GLM-4.7 | GPT-5.4 nano |
|----------|----------|----------|
| Creator | Z.AI | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 200K | 400K |
| Overall Score | 57.71 | 59.57 |
| Benchmarks Covered | 13 | 18 |
| Pricing (input/output) | $0.00 / $0.00 | $0.20 / $1.25 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- GLM-4.7 public-lane score: 45.3 (Estimated · #82/152)
- GPT-5.4 nano public-lane score: 34.6 (Supported · #133/152)

| Benchmark | GLM-4.7 | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 41% | 46.3% | GPT-5.4 nano |
| BrowseComp | 52% | Coming soon | Coming soon |
| VITA-Bench | 15.5% | Coming soon | Coming soon |
| Gert Labs | 39.95% | Coming soon | Coming soon |
| OSWorld-Verified | Coming soon | 39% | Coming soon |
| MCP Atlas | Coming soon | 56.1% | Coming soon |
| Toolathlon | Coming soon | 35.5% | Coming soon |
| τ²-bench results | Coming soon | 92.5% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 41.6% | Coming soon |

### Coding

- Winner: GLM-4.7
- GLM-4.7 public-lane score: 47.7 (Supported · #71/151)
- GPT-5.4 nano public-lane score: 37.1 (Supported · #126/151)

| Benchmark | GLM-4.7 | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 73.8% | Coming soon | Coming soon |
| LiveCodeBench | 84.9% | Coming soon | Coming soon |
| SWE-Rebench | 58.7% | Coming soon | Coming soon |
| Vibe Code Bench | Coming soon | 26.10% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 84.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 69.8% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- GLM-4.7 public-lane score: Coming soon
- GPT-5.4 nano public-lane score: 23.8 (#45/48)

| Benchmark | GLM-4.7 | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 66.1% | Coming soon |
| MMMU-Pro w/ Python | Coming soon | 69.5% | Coming soon |

### Reasoning

- Winner: Coming soon
- GLM-4.7 public-lane score: 69.8 (Unranked · 2 rankable rows)
- GPT-5.4 nano public-lane score: 73.7 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Tie
- GLM-4.7 public-lane score: 47.6 (Supported · #95/183)
- GPT-5.4 nano public-lane score: 47.4 (Supported · #97/183)

| Benchmark | GLM-4.7 | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.7% | 82.8% | GLM-4.7 |
| MMLU-Pro | 84.3% | Coming soon | Coming soon |
| HLE | 24.8% | 37.7% | GPT-5.4 nano |
| HLE w/o tools | Coming soon | 24.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 77.5% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 77.2% | Coming soon |

### Instruction Following

- Winner: Coming soon
- GLM-4.7 public-lane score: 82.8 (#50/123)
- GPT-5.4 nano public-lane score: 93.2 (#9/123)

### Mathematics

- Winner: Coming soon
- GLM-4.7 public-lane score: 26 (Unranked · 2 rankable rows)
- GPT-5.4 nano public-lane score: 43.9 (Unranked · 2 rankable rows)

| Benchmark | GLM-4.7 | GPT-5.4 nano | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 95.7% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 2.439% | 25.860% | GPT-5.4 nano |
| FrontierMath v2 (Tier 4) | 0.000% | 6.250% | GPT-5.4 nano |

## FAQ

### Which is better overall, GLM-4.7 or GPT-5.4 nano?

GPT-5.4 nano is ahead overall on BenchLM right now.

### Where is the biggest gap between GLM-4.7 and GPT-5.4 nano?

The widest category gap is in mathematics, where the averages are 26 for GLM-4.7 and 43.9 for GPT-5.4 nano.

### How many benchmarks does GLM-4.7 cover on BenchLM?

GLM-4.7 currently has 13 sourced benchmark scores on BenchLM.

### How many benchmarks does GPT-5.4 nano cover on BenchLM?

GPT-5.4 nano currently has 18 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GLM-4.7 vs GPT-5.4](/compare/glm-4-7-vs-gpt-5-4)
- [GPT-5.4 nano vs GPT-5.4](/compare/gpt-5-4-vs-gpt-5-4-nano)
- [GLM-4.7 vs GPT-5.4 mini](/compare/glm-4-7-vs-gpt-5-4-mini)
- [GPT-5.4 nano vs GPT-5.4 mini](/compare/gpt-5-4-mini-vs-gpt-5-4-nano)

## Explore More

- [GLM-4.7 profile](/models/glm-4-7)
- [GPT-5.4 nano profile](/models/gpt-5-4-nano)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)