# Grok Code Fast 1 vs Laguna M.1

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

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

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Evidence is too thin for a benchmark verdict: Grok Code Fast 1 and Laguna M.1 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Laguna M.1 has the lower published output-token price.

## Model Snapshot

| Property | Grok Code Fast 1 | Laguna M.1 |
|----------|----------|----------|
| Creator | xAI | Poolside |
| Type | Proprietary | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 256K | 256K |
| Independent public score (not head-to-head) | 34.16 | 3.93 |
| Benchmarks Covered | 1 | 10 |
| Pricing (input/output) | $0.20 / $1.50 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Grok Code Fast 1 public-lane score: Coming soon
- Laguna M.1 public-lane score: 23.9 (Estimated · #147/152)

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

### Coding

- Winner: Insufficient shared evidence
- Grok Code Fast 1 public-lane score: 29.9 (Estimated · #139/151)
- Laguna M.1 public-lane score: 29.7 (Supported · #140/151)

| Benchmark | Grok Code Fast 1 | Laguna M.1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 70.8% | 74.6% | Laguna M.1 |
| SWE Multilingual | Coming soon | 63.1% | Coming soon |
| SWE-bench Pro | Coming soon | 49.2% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 45.8% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 68.1% | Coming soon |
| SWE-bench (Vals) | Coming soon | 57.6% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Grok Code Fast 1 public-lane score: 57.4 (Unranked · 2 rankable rows)
- Laguna M.1 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Grok Code Fast 1 public-lane score: 37.2 (Estimated · #146/183)
- Laguna M.1 public-lane score: 18.6 (Estimated · #182/183)

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

### Instruction Following

- Winner: Insufficient shared evidence
- Grok Code Fast 1 public-lane score: 48.4 (#85/123)
- Laguna M.1 public-lane score: Coming soon

## FAQ

### Is there enough evidence to pick between Grok Code Fast 1 and Laguna M.1?

Not yet. The models share only 1 sourced benchmark row, 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

- [Grok Code Fast 1 vs Laguna XS.2](/compare/grok-code-fast-1-vs-laguna-xs-2)
- [Laguna M.1 vs Laguna XS.2](/compare/laguna-m-1-vs-laguna-xs-2)
- [Grok Code Fast 1 vs Laguna S 2.1](/compare/grok-code-fast-1-vs-laguna-s-2-1)
- [Laguna M.1 vs Laguna S 2.1](/compare/laguna-m-1-vs-laguna-s-2-1)

## Explore More

- [Grok Code Fast 1 profile](/models/grok-code-fast-1)
- [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)