# Autoloops Gemma 4 31B IT vs Claude Sonnet 4.5

> Side-by-side benchmark comparison for Autoloops Gemma 4 31B IT and Claude Sonnet 4.5 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/autoloops-gemma-4-31b-it-vs-claude-sonnet-4-5
- Last updated: October 17, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Autoloops Gemma 4 31B IT and Claude Sonnet 4.5.

## Summary

- Autoloops Gemma 4 31B IT and Claude Sonnet 4.5 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Autoloops Gemma 4 31B IT | Claude Sonnet 4.5 |
|----------|----------|----------|
| Creator | Autoloops | Anthropic |
| Type | Proprietary | Proprietary |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | 200K |
| Independent public score (not head-to-head) | null | 47.96 |
| Benchmarks Covered | 2 | 12 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $3.00 / $15.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude Sonnet 4.5 public-lane score: 35.1 (Estimated · #81/128)

| Benchmark | Autoloops Gemma 4 31B IT | Claude Sonnet 4.5 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | Coming soon | 50% | Coming soon |
| OSWorld-Verified | Coming soon | 61.4% | Coming soon |
| VITA-Bench | Coming soon | 17.0% | Coming soon |
| Gert Labs | Coming soon | 48.51% | Coming soon |
| JobBench | Coming soon | 27.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude Sonnet 4.5 public-lane score: Coming soon

| Benchmark | Autoloops Gemma 4 31B IT | Claude Sonnet 4.5 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | Coming soon | 77.2% | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 50.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude Sonnet 4.5 public-lane score: 22.9 (Unranked · 1 rankable row)

| Benchmark | Autoloops Gemma 4 31B IT | Claude Sonnet 4.5 | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 29.96 | Coming soon | Coming soon |
| JevBench 1.5 | 40.53 | Coming soon | Coming soon |
| ARC-AGI-2 | Coming soon | 13.6% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude Sonnet 4.5 public-lane score: Coming soon

| Benchmark | Autoloops Gemma 4 31B IT | Claude Sonnet 4.5 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 83.4% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude Sonnet 4.5 public-lane score: 36.4 (Unranked · 2 rankable rows)

| Benchmark | Autoloops Gemma 4 31B IT | Claude Sonnet 4.5 | Winner |
|-----------|-----------|-----------|--------|
| AIME 2025 | Coming soon | 87% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 23.860% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 2.439% | Coming soon |

## FAQ

### Can I compare Autoloops Gemma 4 31B IT and Claude Sonnet 4.5 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Autoloops Gemma 4 31B IT vs Claude Sonnet 4.5 Thinking](/compare/autoloops-gemma-4-31b-it-vs-claude-sonnet-4-5-thinking)
- [Claude Sonnet 4.5 vs Claude Sonnet 4.5 Thinking](/compare/claude-sonnet-4-5-vs-claude-sonnet-4-5-thinking)
- [Autoloops Gemma 4 31B IT vs Claude Opus 5.5](/compare/autoloops-gemma-4-31b-it-vs-claude-opus-5-5)
- [Claude Sonnet 4.5 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-claude-sonnet-4-5)

## Explore More

- [Autoloops Gemma 4 31B IT profile](/models/autoloops-gemma-4-31b-it)
- [Claude Sonnet 4.5 profile](/models/claude-sonnet-4-5)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)