# Pareto 26.10 Preview vs Soofi S 30B-A3B

> Side-by-side benchmark comparison for Pareto 26.10 Preview and Soofi S 30B-A3B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/pareto-26-10-preview-vs-soofi-s-30b-a3b
- Last updated: October 1, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Pareto 26.10 Preview and Soofi S 30B-A3B share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Soofi S 30B-A3B has the lower published output-token price.
- Soofi S 30B-A3B has the larger published context window at 1M.

## Model Snapshot

| Property | Pareto 26.10 Preview | Soofi S 30B-A3B |
|----------|----------|----------|
| Creator | Unbiased | Soofi Project |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | N/A | 1M |
| Independent public score (not head-to-head) | null | null |
| Benchmarks Covered | 3 | 8 |
| Pricing (input/output) | $2.50 / $7.50 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Pareto 26.10 Preview public-lane score: Coming soon
- Soofi S 30B-A3B public-lane score: Coming soon

| Benchmark | Pareto 26.10 Preview | Soofi S 30B-A3B | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 4.0 | 50.80% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Pareto 26.10 Preview public-lane score: Coming soon
- Soofi S 30B-A3B public-lane score: Coming soon

| Benchmark | Pareto 26.10 Preview | Soofi S 30B-A3B | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 69.9% | Coming soon | Coming soon |
| HumanEval | Coming soon | 73.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Pareto 26.10 Preview public-lane score: Coming soon
- Soofi S 30B-A3B public-lane score: Coming soon

| Benchmark | Pareto 26.10 Preview | Soofi S 30B-A3B | Winner |
|-----------|-----------|-----------|--------|
| BBH | Coming soon | 78.8% | Coming soon |
| DROP | Coming soon | 66.5% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Pareto 26.10 Preview public-lane score: Coming soon
- Soofi S 30B-A3B public-lane score: Coming soon

| Benchmark | Pareto 26.10 Preview | Soofi S 30B-A3B | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 92.4% | 43.4% | Pareto 26.10 Preview |
| GPQA | Coming soon | 43.4% | Coming soon |
| MMLU-Pro | Coming soon | 51.4% | Coming soon |
| AGIEval | Coming soon | 66.9% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Pareto 26.10 Preview public-lane score: Coming soon
- Soofi S 30B-A3B public-lane score: Coming soon

| Benchmark | Pareto 26.10 Preview | Soofi S 30B-A3B | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | Coming soon | 86.1% | Coming soon |

## FAQ

### Is there enough evidence to pick between Pareto 26.10 Preview and Soofi S 30B-A3B?

Not yet. The models share only 1 sourced benchmark row, 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

- [Pareto 26.10 Preview vs Pareto 26.9](/compare/pareto-26-10-preview-vs-pareto-26-9)
- [Soofi S 30B-A3B vs Pareto 26.9](/compare/pareto-26-9-vs-soofi-s-30b-a3b)
- [Pareto 26.10 Preview vs GPT-6 Astra](/compare/gpt-6-astra-vs-pareto-26-10-preview)
- [Soofi S 30B-A3B vs GPT-6 Astra](/compare/gpt-6-astra-vs-soofi-s-30b-a3b)

## Explore More

- [Pareto 26.10 Preview profile](/models/pareto-26-10-preview)
- [Soofi S 30B-A3B profile](/models/soofi-s-30b-a3b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)