# GLM-4.7 vs MiniMax M3

> Side-by-side benchmark comparison for GLM-4.7 and MiniMax M3 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-4-7-vs-minimax-m3
- Last updated: October 15, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick MiniMax M3 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

- MiniMax M3 leads overall 54.94 to 48.81.
- The clearest category separation is in instruction following, where the averages are 82.8 for GLM-4.7 and 93.8 for MiniMax M3.
- The biggest single benchmark swing is BrowseComp in Agentic, with scores of 52% and 83.5%.
- GLM-4.7 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- MiniMax M3 also has the larger context window at 1M.

## Model Snapshot

| Property | GLM-4.7 | MiniMax M3 |
|----------|----------|----------|
| Creator | Z.AI | MiniMax |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 200K | 1M |
| Overall Score | 48.81 | 54.94 |
| Benchmarks Covered | 17 | 27 |
| Pricing (input/output) | $0.00 / $0.00 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Directional only
- GLM-4.7 public-lane score: 32.2 (Estimated · #89/126)
- MiniMax M3 public-lane score: 39.4 (Supported · #67/126)

| Benchmark | GLM-4.7 | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 41% | Coming soon | Coming soon |
| BrowseComp | 52% | 83.5% | MiniMax M3 |
| VITA-Bench | 15.5% | Coming soon | Coming soon |
| Gert Labs | 39.95% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 66.0% | Coming soon |
| OSWorld-Verified | Coming soon | 70.1% | Coming soon |
| MCP Atlas | Coming soon | 74.2% | Coming soon |
| Claw-Eval | Coming soon | 74.5% | Coming soon |
| BankerToolBench | Coming soon | 76.1% | Coming soon |
| ResearchClawBench | Coming soon | 19.8% | Coming soon |
| OSWorld 2.0 | Coming soon | 4.6% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 53.6% | Coming soon |

### Coding

- Winner: GLM-4.7
- GLM-4.7 public-lane score: 37.3 (Supported · #71/149)
- MiniMax M3 public-lane score: 36.5 (Supported · #73/149)

| Benchmark | GLM-4.7 | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 73.8% | 80.5% | MiniMax M3 |
| LiveCodeBench v6 | 84.9% | Coming soon | Coming soon |
| SWE-Rebench | 58.7% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 41.0% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 82.2% | 82.2% | Tie |
| SWE-bench (Vals) | 69.4% | 75.0% | MiniMax M3 |
| SWE-bench Pro | Coming soon | 59% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 66.0% | Coming soon |
| NL2Repo | Coming soon | 42.1% | Coming soon |
| VIBE V2 | Coming soon | 50.1% | Coming soon |
| SVG-Bench | Coming soon | 63.7% | Coming soon |
| KernelBench Hard | Coming soon | 28.8% | Coming soon |
| OpenHarmony Bench | Coming soon | 48.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- GLM-4.7 public-lane score: 74.6 (Unranked · 2 rankable rows)
- MiniMax M3 public-lane score: 82.9 (#5/29)

### Multimodal & Grounded

- Winner: Not comparable
- GLM-4.7 public-lane score: Coming soon
- MiniMax M3 public-lane score: 61.5 (#43/54)

| Benchmark | GLM-4.7 | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| OfficeQA Pro | Coming soon | 45.1% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.6% | Coming soon |
| MMMU-Pro | Coming soon | 78.1% | Coming soon |
| VideoMMMU | Coming soon | 84.6% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 85.4% | Coming soon |

### Knowledge

- Winner: MiniMax M3
- GLM-4.7 public-lane score: 44.3 (Supported · #99/182)
- MiniMax M3 public-lane score: 49.6 (Supported · #81/182)

| Benchmark | GLM-4.7 | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 85.7% | Coming soon | Coming soon |
| MMLU-Pro | 84.3% | Coming soon | Coming soon |
| HLE | 24.8% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 80.1% | 92.7% | MiniMax M3 |
| MMLU-Pro (Vals) | 82.7% | 84.2% | MiniMax M3 |

### Instruction Following

- Winner: Directional only
- GLM-4.7 public-lane score: 82.8 (#52/146)
- MiniMax M3 public-lane score: 93.8 (#5/146)

### Mathematics

- Winner: Not comparable
- GLM-4.7 public-lane score: Coming soon
- MiniMax M3 public-lane score: Coming soon

| Benchmark | GLM-4.7 | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | 95.7% | Coming soon | Coming soon |
| HMMT Feb 2025 | 97.1% | Coming soon | Coming soon |
| USAMO 2026 | Coming soon | 85.7% | Coming soon |

## FAQ

### Which is better overall, GLM-4.7 or MiniMax M3?

MiniMax M3 is ahead overall on BenchLM right now.

### Where is the biggest gap between GLM-4.7 and MiniMax M3?

The widest category gap is in instruction following, where the averages are 82.8 for GLM-4.7 and 93.8 for MiniMax M3.

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

GLM-4.7 currently has 17 sourced benchmark scores on BenchLM.

### How many benchmarks does MiniMax M3 cover on BenchLM?

MiniMax M3 currently has 27 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GLM-4.7 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-glm-4-7)
- [MiniMax M3 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-minimax-m3)
- [GLM-4.7 vs GPT-6.1 Sol](/compare/glm-4-7-vs-gpt-6-1-sol)
- [MiniMax M3 vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-minimax-m3)

## Explore More

- [GLM-4.7 profile](/models/glm-4-7)
- [MiniMax M3 profile](/models/minimax-m3)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)