# Laguna M.1 vs Laguna XS 2.1

> Side-by-side benchmark comparison for Laguna M.1 and Laguna XS 2.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/laguna-m-1-vs-laguna-xs-2-1
- Last updated: September 10, 2026

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

## Quick Verdict

Pick Laguna M.1 if you want the stronger benchmark profile. Laguna XS 2.1 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Laguna M.1 leads overall 3.93 to 0.
- The biggest single benchmark swing is Terminal-Bench 2.0 in Agentic, with scores of 45.8% and 37.5%.
- Laguna M.1 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Laguna XS 2.1 also has the larger context window at 262K.

## Model Snapshot

| Property | Laguna M.1 | Laguna XS 2.1 |
|----------|----------|----------|
| Creator | Poolside | Poolside |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 256K | 262K |
| Overall Score | 3.93 | null |
| Benchmarks Covered | 10 | 5 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.10 / $0.20 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Laguna M.1 public-lane score: 23.9 (Estimated · #147/152)
- Laguna XS 2.1 public-lane score: Coming soon

| Benchmark | Laguna M.1 | Laguna XS 2.1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 45.8% | 37.5% | Laguna M.1 |
| Terminal-Bench 2.1 (Vals) | 34.1% | Coming soon | Coming soon |

### Coding

- Winner: Coming soon
- Laguna M.1 public-lane score: 29.7 (Supported · #140/151)
- Laguna XS 2.1 public-lane score: Coming soon

| Benchmark | Laguna M.1 | Laguna XS 2.1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 74.6% | 70.9% | Laguna M.1 |
| SWE Multilingual | 63.1% | 63.1% | Tie |
| SWE-bench Pro | 49.2% | 47.6% | Laguna M.1 |
| Terminal-Bench 2.0 | 45.8% | 37.5% | Laguna M.1 |
| LiveCodeBench (Vals) | 68.1% | Coming soon | Coming soon |
| SWE-bench (Vals) | 57.6% | Coming soon | Coming soon |

### Knowledge

- Winner: Coming soon
- Laguna M.1 public-lane score: 18.6 (Estimated · #182/183)
- Laguna XS 2.1 public-lane score: Coming soon

| Benchmark | Laguna M.1 | Laguna XS 2.1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 27.0% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 68.8% | Coming soon | Coming soon |

## FAQ

### Which is better overall, Laguna M.1 or Laguna XS 2.1?

Laguna M.1 is ahead overall on BenchLM right now.

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

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

### How many benchmarks does Laguna XS 2.1 cover on BenchLM?

Laguna XS 2.1 currently has 5 sourced benchmark scores on BenchLM.

## Related Comparisons

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

## Explore More

- [Laguna M.1 profile](/models/laguna-m-1)
- [Laguna XS 2.1 profile](/models/laguna-xs-2-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)