# kev 4B (research preview) vs Autoloops – Gemma 4 31B IT

> Side-by-side benchmark comparison for kev 4B (research preview) and Autoloops – Gemma 4 31B IT across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jevbench-kev-4b-vs-jevbench-kushal-gemma4-31b-it-autoloops
- Last updated: September 30, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: kev 4B (research preview) and Autoloops – Gemma 4 31B IT share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.

## Model Snapshot

| Property | kev 4B (research preview) | Autoloops – Gemma 4 31B IT |
|----------|----------|----------|
| Creator | Jared Palmer | Autoloops |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | null |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 2 | 2 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | Pricing unavailable / Pricing unavailable |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- kev 4B (research preview) public-lane score: Coming soon
- Autoloops – Gemma 4 31B IT public-lane score: Coming soon

| Benchmark | kev 4B (research preview) | Autoloops – Gemma 4 31B IT | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 36.14 | 29.96 | kev 4B (research preview) |
| JevBench 1.5 | 38.07 | 40.53 | Autoloops – Gemma 4 31B IT |

## FAQ

### Is there enough evidence to pick between kev 4B (research preview) and Autoloops – Gemma 4 31B IT?

Not yet. The models share only 2 sourced benchmark rows, 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

- [kev 4B (research preview) vs GPT-6 Astra](/compare/gpt-6-astra-vs-jevbench-kev-4b)
- [Autoloops – Gemma 4 31B IT vs GPT-6 Astra](/compare/gpt-6-astra-vs-jevbench-kushal-gemma4-31b-it-autoloops)
- [kev 4B (research preview) vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-jevbench-kev-4b)
- [Autoloops – Gemma 4 31B IT vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-jevbench-kushal-gemma4-31b-it-autoloops)

## Explore More

- [kev 4B (research preview) profile](/models/jevbench-kev-4b)
- [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)