# Autoloops Gemma 4 31B IT vs Celeris-1

> Side-by-side benchmark comparison for Autoloops Gemma 4 31B IT and Celeris-1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/autoloops-gemma-4-31b-it-vs-celeris-1
- Last updated: October 20, 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 Celeris-1.

## Summary

- Autoloops Gemma 4 31B IT and Celeris-1 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 | Celeris-1 |
|----------|----------|----------|
| Creator | Autoloops | Celeris |
| Type | Proprietary | Proprietary |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | 128K |
| Independent public score (not head-to-head) | null | 28.39 |
| Benchmarks Covered | 2 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.20 / $0.70 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Celeris-1 public-lane score: 8 (Estimated · #127/132)

### Coding

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Celeris-1 public-lane score: 10.8 (Estimated · #144/153)

### Reasoning

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Celeris-1 public-lane score: 51.1 (Unranked · 3 rankable rows)

| Benchmark | Autoloops Gemma 4 31B IT | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 29.96 | Coming soon | Coming soon |
| JevBench 1.5 | 40.53 | Coming soon | Coming soon |
| DROP | Coming soon | 81.4% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Celeris-1 public-lane score: 28.3 (Supported · #163/187)

| Benchmark | Autoloops Gemma 4 31B IT | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | Coming soon | 75.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Celeris-1 public-lane score: Coming soon

| Benchmark | Autoloops Gemma 4 31B IT | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 80.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Celeris-1 public-lane score: Coming soon

| Benchmark | Autoloops Gemma 4 31B IT | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | Coming soon | 93.7% | Coming soon |

## FAQ

### Can I compare Autoloops Gemma 4 31B IT and Celeris-1 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 Opus 5.5](/compare/autoloops-gemma-4-31b-it-vs-claude-opus-5-5)
- [Celeris-1 vs Claude Opus 5.5](/compare/celeris-1-vs-claude-opus-5-5)
- [Autoloops Gemma 4 31B IT vs GPT-6.1 Sol](/compare/autoloops-gemma-4-31b-it-vs-gpt-6-1-sol)
- [Celeris-1 vs GPT-6.1 Sol](/compare/celeris-1-vs-gpt-6-1-sol)

## Explore More

- [Autoloops Gemma 4 31B IT profile](/models/autoloops-gemma-4-31b-it)
- [Celeris-1 profile](/models/celeris-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)