# Autoloops Gemma 4 31B IT vs Claude 3 Haiku

> Side-by-side benchmark comparison for Autoloops Gemma 4 31B IT and Claude 3 Haiku across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/autoloops-gemma-4-31b-it-vs-claude-3-haiku
- 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 3 Haiku.

## Summary

- Autoloops Gemma 4 31B IT and Claude 3 Haiku 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 3 Haiku |
|----------|----------|----------|
| Creator | Autoloops | Anthropic |
| Type | Proprietary | Proprietary |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | null | 200K |
| Independent public score (not head-to-head) | null | 14.19 |
| Benchmarks Covered | 2 | 0 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.25 / $1.25 |

## Category Breakdown

### Reasoning

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude 3 Haiku public-lane score: 44.9 (Unranked · 2 rankable rows)

| Benchmark | Autoloops Gemma 4 31B IT | Claude 3 Haiku | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 29.96 | Coming soon | Coming soon |
| JevBench 1.5 | 40.53 | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude 3 Haiku public-lane score: 29.8 (Unranked · 1 rankable row)

### Knowledge

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude 3 Haiku public-lane score: 20.6 (Estimated · #179/184)

### Instruction Following

- Winner: Insufficient shared evidence
- Autoloops Gemma 4 31B IT public-lane score: Coming soon
- Claude 3 Haiku public-lane score: 41.3 (#116/148)

## FAQ

### Can I compare Autoloops Gemma 4 31B IT and Claude 3 Haiku 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)
- [Claude 3 Haiku vs Claude Opus 5.5](/compare/claude-3-haiku-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)
- [Claude 3 Haiku vs GPT-6.1 Sol](/compare/claude-3-haiku-vs-gpt-6-1-sol)

## Explore More

- [Autoloops Gemma 4 31B IT profile](/models/autoloops-gemma-4-31b-it)
- [Claude 3 Haiku profile](/models/claude-3-haiku)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)