# Laguna S 2.1 vs MiniMax M2.7

> Side-by-side benchmark comparison for Laguna S 2.1 and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/laguna-s-2-1-vs-minimax-m2-7
- Last updated: September 4, 2026

- Shared sourced benchmarks: 3
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Laguna S 2.1 and MiniMax M2.7 share only 3 sourced benchmark rows.

## Summary

- Only 3 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Laguna S 2.1 has the lower published output-token price.
- Laguna S 2.1 has the larger published context window at 1M.

## Model Snapshot

| Property | Laguna S 2.1 | MiniMax M2.7 |
|----------|----------|----------|
| Creator | Poolside | MiniMax |
| Type | Open Weight | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | 200K |
| Independent public score (not head-to-head) | null | 58.99 |
| Benchmarks Covered | 6 | 23 |
| Pricing (input/output) | $0.10 / $0.20 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Laguna S 2.1 public-lane score: 48.2 (Estimated · #77/151)
- MiniMax M2.7 public-lane score: 43.1 (Estimated · #107/151)

| Benchmark | Laguna S 2.1 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.2% | 57% | Laguna S 2.1 |
| Toolathlon-Verified | 49.7% | Coming soon | Coming soon |
| Toolathlon | Coming soon | 46.3% | Coming soon |
| MLE-Bench Lite | Coming soon | 66.6% | Coming soon |
| MM-ClawBench | Coming soon | 62.7% | Coming soon |
| Claw-Eval | Coming soon | 48.7% | Coming soon |
| Gert Labs | Coming soon | 40.40% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 48.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Laguna S 2.1 public-lane score: 47.8 (Estimated · #87/183)
- MiniMax M2.7 public-lane score: 50.5 (Estimated · #70/183)

| Benchmark | Laguna S 2.1 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 70.2% | Coming soon | Coming soon |
| SWE Multilingual | 78.5% | 76.5% | Laguna S 2.1 |
| SWE-bench Pro | 59.4% | 56.2% | Laguna S 2.1 |
| deepSwe | 40.4% | Coming soon | Coming soon |
| SWE-bench Verified* | Coming soon | 75.4% | Coming soon |
| SWE-Rebench | Coming soon | 51.9% | Coming soon |
| Multi-SWE Bench | Coming soon | 52.7% | Coming soon |
| VIBE-Pro | Coming soon | 55.6% | Coming soon |
| NL2Repo | Coming soon | 39.8% | Coming soon |
| Vibe Code Bench | Coming soon | 27.04% | Coming soon |
| React Native Evals | Coming soon | 71.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 79.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 73.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Laguna S 2.1 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 75.2 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Laguna S 2.1 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 50.2 (Supported · #88/181)

| Benchmark | Laguna S 2.1 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 87.0% | Coming soon |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 86.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 80.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Laguna S 2.1 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 92.7 (#10/120)

### Mathematics

- Winner: Insufficient shared evidence
- Laguna S 2.1 public-lane score: Coming soon
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | Laguna S 2.1 | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |

## FAQ

### Is there enough evidence to pick between Laguna S 2.1 and MiniMax M2.7?

Not yet. The models share only 3 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Laguna S 2.1 vs Laguna M.1](/compare/laguna-m-1-vs-laguna-s-2-1)
- [MiniMax M2.7 vs Laguna M.1](/compare/laguna-m-1-vs-minimax-m2-7)
- [Laguna S 2.1 vs Laguna XS.2](/compare/laguna-s-2-1-vs-laguna-xs-2)
- [MiniMax M2.7 vs Laguna XS.2](/compare/laguna-xs-2-vs-minimax-m2-7)

## Explore More

- [Laguna S 2.1 profile](/models/laguna-s-2-1)
- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)