# Composer 2 Fast vs Gemma 4 31B

> Side-by-side benchmark comparison for Composer 2 Fast and Gemma 4 31B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/composer-2-fast-vs-gemma-4-31b
- 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: Composer 2 Fast and Gemma 4 31B 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.
- Gemma 4 31B has the larger published context window at 256K.

## Model Snapshot

| Property | Composer 2 Fast | Gemma 4 31B |
|----------|----------|----------|
| Creator | Cursor | Google |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Reasoning |
| Context | 200K | 256K |
| Independent public score (not head-to-head) | null | 52.56 |
| Benchmarks Covered | 1 | 8 |
| Pricing (input/output) | N/A | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- Gemma 4 31B public-lane score: 45.5 (Estimated · #81/152)

| Benchmark | Composer 2 Fast | Gemma 4 31B | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | Coming soon | 35.26% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- Gemma 4 31B public-lane score: 42.4 (Supported · #105/151)

| Benchmark | Composer 2 Fast | Gemma 4 31B | Winner |
|-----------|-----------|-----------|--------|
| React Native Evals | 94.9% | 75.2% | Composer 2 Fast |
| SWE-Rebench | Coming soon | 41.6% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- Gemma 4 31B public-lane score: 58.4 (#30/48)

| Benchmark | Composer 2 Fast | Gemma 4 31B | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 76.9% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- Gemma 4 31B public-lane score: 68.9 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- Gemma 4 31B public-lane score: 45.8 (Supported · #104/183)

| Benchmark | Composer 2 Fast | Gemma 4 31B | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 84.3% | Coming soon |
| MMLU-Pro | Coming soon | 85.2% | Coming soon |
| HLE | Coming soon | 26.5% | Coming soon |
| HLE w/o tools | Coming soon | 19.5% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Composer 2 Fast public-lane score: Coming soon
- Gemma 4 31B public-lane score: 92.8 (#12/123)

## FAQ

### Is there enough evidence to pick between Composer 2 Fast and Gemma 4 31B?

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

- [Composer 2 Fast vs Composer 2.5](/compare/composer-2-5-vs-composer-2-fast)
- [Gemma 4 31B vs Composer 2.5](/compare/composer-2-5-vs-gemma-4-31b)
- [Composer 2 Fast vs Composer 2](/compare/composer-2-vs-composer-2-fast)
- [Gemma 4 31B vs Composer 2](/compare/composer-2-vs-gemma-4-31b)

## Explore More

- [Composer 2 Fast profile](/models/composer-2-fast)
- [Gemma 4 31B profile](/models/gemma-4-31b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)