# Gemini 3.5 Flash-Lite vs Autoloops – Gemma 4 31B IT

> Side-by-side benchmark comparison for Gemini 3.5 Flash-Lite and Autoloops – Gemma 4 31B IT across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-5-flash-lite-vs-jevbench-kushal-gemma4-31b-it-autoloops
- Last updated: September 30, 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 Gemini 3.5 Flash-Lite and Autoloops – Gemma 4 31B IT.

## Summary

- Gemini 3.5 Flash-Lite and Autoloops – Gemma 4 31B IT 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 | Gemini 3.5 Flash-Lite | Autoloops – Gemma 4 31B IT |
|----------|----------|----------|
| Creator | Google | Autoloops |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1M | null |
| Independent public score (not head-to-head) | 51.53 | null |
| Benchmarks Covered | 10 | 2 |
| Pricing (input/output) | $0.30 / $2.50 | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Gemini 3.5 Flash-Lite public-lane score: 34.1 (Supported · #72/119)
- Autoloops – Gemma 4 31B IT public-lane score: Coming soon

| Benchmark | Gemini 3.5 Flash-Lite | Autoloops – Gemma 4 31B IT | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 54.0% | Coming soon | Coming soon |
| OSWorld-Verified | 74% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 50.2% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Gemini 3.5 Flash-Lite public-lane score: 38.3 (Supported · #70/144)
- Autoloops – Gemma 4 31B IT public-lane score: Coming soon

| Benchmark | Gemini 3.5 Flash-Lite | Autoloops – Gemma 4 31B IT | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 54.0% | Coming soon | Coming soon |
| SWE-bench Pro | 54.2% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 79.0% | Coming soon | Coming soon |
| SWE-bench (Vals) | 75.0% | Coming soon | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Gemini 3.5 Flash-Lite public-lane score: 61.3 (Unranked · 3 rankable rows)
- Autoloops – Gemma 4 31B IT public-lane score: Coming soon

| Benchmark | Gemini 3.5 Flash-Lite | Autoloops – Gemma 4 31B IT | Winner |
|-----------|-----------|-----------|--------|
| MRCRv2 | 72.2% | Coming soon | Coming soon |
| JevBench 1.4 | Coming soon | 29.96 | Coming soon |
| JevBench 1.5 | Coming soon | 40.53 | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Gemini 3.5 Flash-Lite public-lane score: 77.5 (Unranked · 1 rankable row)
- Autoloops – Gemma 4 31B IT public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Gemini 3.5 Flash-Lite public-lane score: 48.1 (Supported · #74/170)
- Autoloops – Gemma 4 31B IT public-lane score: Coming soon

| Benchmark | Gemini 3.5 Flash-Lite | Autoloops – Gemma 4 31B IT | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 83.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 85.8% | Coming soon | Coming soon |

## FAQ

### Can I compare Gemini 3.5 Flash-Lite and Autoloops – Gemma 4 31B IT 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

- [Gemini 3.5 Flash-Lite vs GPT-6 Astra](/compare/gemini-3-5-flash-lite-vs-gpt-6-astra)
- [Autoloops – Gemma 4 31B IT vs GPT-6 Astra](/compare/gpt-6-astra-vs-jevbench-kushal-gemma4-31b-it-autoloops)
- [Gemini 3.5 Flash-Lite vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-gemini-3-5-flash-lite)
- [Autoloops – Gemma 4 31B IT vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-jevbench-kushal-gemma4-31b-it-autoloops)

## Explore More

- [Gemini 3.5 Flash-Lite profile](/models/gemini-3-5-flash-lite)
- [Autoloops – Gemma 4 31B IT profile](/models/jevbench-kushal-gemma4-31b-it-autoloops)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)