# GLM-5.2 vs Laguna M.1

> Side-by-side benchmark comparison for GLM-5.2 and Laguna M.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/glm-5-2-vs-laguna-m-1
- Last updated: September 14, 2026

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

## Quick Verdict

Pick GLM-5.2 if you want the stronger benchmark profile. Laguna M.1 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GLM-5.2 leads overall 68.19 to 3.89.
- The clearest category separation is in knowledge, where the averages are 60.7 for GLM-5.2 and 18.6 for Laguna M.1.
- The biggest single benchmark swing is GPQA Diamond (Vals) in Knowledge, with scores of 85.6% and 27.0%.
- Laguna M.1 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- GLM-5.2 also has the larger context window at 1M.

## Model Snapshot

| Property | GLM-5.2 | Laguna M.1 |
|----------|----------|----------|
| Creator | Z.AI | Poolside |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1M | 256K |
| Overall Score | 68.19 | 3.89 |
| Benchmarks Covered | 25 | 10 |
| Pricing (input/output) | $1.40 / $4.40 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Coming soon
- GLM-5.2 public-lane score: 58.5 (Supported · #29/153)
- Laguna M.1 public-lane score: 24 (Estimated · #148/153)

| Benchmark | GLM-5.2 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 3.0 | 4.6% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 81% | 45.8% | GLM-5.2 |
| MCP Atlas | 76.8% | Coming soon | Coming soon |
| Toolathlon | 48.2% | Coming soon | Coming soon |
| ResearchClawBench | 20.7% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 67.8% | 34.1% | GLM-5.2 |

### Coding

- Winner: GLM-5.2
- GLM-5.2 public-lane score: 61 (Supported · #19/152)
- Laguna M.1 public-lane score: 29.8 (Supported · #141/152)

| Benchmark | GLM-5.2 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 62.1% | 49.2% | GLM-5.2 |
| NL2Repo | 48.9% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | 81.0% | 45.8% | GLM-5.2 |
| ProgramBench | 63.7% | Coming soon | Coming soon |
| cursorBench32 | 55.0% | Coming soon | Coming soon |
| OpenHarmony Bench | 58.4% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 69.5% | 68.1% | GLM-5.2 |
| SWE-bench (Vals) | 82.8% | 57.6% | GLM-5.2 |
| SWE-bench Verified | Coming soon | 74.6% | Coming soon |
| SWE Multilingual | Coming soon | 63.1% | Coming soon |

### Reasoning

- Winner: Coming soon
- GLM-5.2 public-lane score: 74.8 (Unranked · 2 rankable rows)
- Laguna M.1 public-lane score: Coming soon

| Benchmark | GLM-5.2 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| CritPt | 20.9% | Coming soon | Coming soon |

### Knowledge

- Winner: Coming soon
- GLM-5.2 public-lane score: 60.7 (Supported · #35/183)
- Laguna M.1 public-lane score: 18.6 (Estimated · #182/183)

| Benchmark | GLM-5.2 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 91.2% | Coming soon | Coming soon |
| GPQA-D | 91.2% | Coming soon | Coming soon |
| HLE | 54.7% | Coming soon | Coming soon |
| HLE w/o tools | 40.5% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 85.6% | 27.0% | GLM-5.2 |
| MMLU-Pro (Vals) | 86.7% | 68.8% | GLM-5.2 |

### Instruction Following

- Winner: Coming soon
- GLM-5.2 public-lane score: 89.8 (#22/123)
- Laguna M.1 public-lane score: Coming soon

### Mathematics

- Winner: Coming soon
- GLM-5.2 public-lane score: 80.7 (Unranked · 4 rankable rows)
- Laguna M.1 public-lane score: Coming soon

| Benchmark | GLM-5.2 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | 99.2% | Coming soon | Coming soon |
| HMMT Nov 2025 | 94.4% | Coming soon | Coming soon |
| HMMT Feb 2026 | 92.5% | Coming soon | Coming soon |
| MMAnswerBench | 91.0% | Coming soon | Coming soon |

## FAQ

### Which is better overall, GLM-5.2 or Laguna M.1?

GLM-5.2 is ahead overall on BenchLM right now.

### Where is the biggest gap between GLM-5.2 and Laguna M.1?

The widest category gap is in knowledge, where the averages are 60.7 for GLM-5.2 and 18.6 for Laguna M.1.

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

GLM-5.2 currently has 25 sourced benchmark scores on BenchLM.

### How many benchmarks does Laguna M.1 cover on BenchLM?

Laguna M.1 currently has 10 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GLM-5.2 vs GLM-5.3](/compare/glm-5-2-vs-glm-5-3)
- [Laguna M.1 vs GLM-5.3](/compare/glm-5-3-vs-laguna-m-1)
- [GLM-5.2 vs GLM-5.3-Flash](/compare/glm-5-2-vs-glm-5-3-flash)
- [Laguna M.1 vs GLM-5.3-Flash](/compare/glm-5-3-flash-vs-laguna-m-1)

## Explore More

- [GLM-5.2 profile](/models/glm-5-2)
- [Laguna M.1 profile](/models/laguna-m-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)