# Jais-3-32B vs Muse Spark 1.2

> Side-by-side benchmark comparison for Jais-3-32B and Muse Spark 1.2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/jais-3-32b-vs-muse-spark-1-2
- Last updated: October 15, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Jais-3-32B and Muse Spark 1.2 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.
- Jais-3-32B has the lower published output-token price.
- Muse Spark 1.2 has the larger published context window at 1M.

## Model Snapshot

| Property | Jais-3-32B | Muse Spark 1.2 |
|----------|----------|----------|
| Creator | IFM | Meta |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 512K | 1M |
| Independent public score (not head-to-head) | null | 65.85 |
| Benchmarks Covered | 2 | 9 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $1.25 / $4.25 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Jais-3-32B public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 61 (Supported · #25/127)

| Benchmark | Jais-3-32B | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 63.7% | 82.9% | Muse Spark 1.2 |
| Terminal-Bench 2.1 (Vals) | Coming soon | 69.7% | Coming soon |
| MazeBench | Coming soon | 0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Jais-3-32B public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 52.6 (Supported · #39/150)

| Benchmark | Jais-3-32B | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 72.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 82.9% | Coming soon |
| DeepSWE | Coming soon | 59.3% | Coming soon |
| VulcanBench v3 | Coming soon | 87.0% | Coming soon |
| FrontierSWE v2 | Coming soon | 12.0% | Coming soon |
| SWE-bench (Vals) | Coming soon | 86.6% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Jais-3-32B public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 80.1 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Jais-3-32B public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 65.3 (Supported · #35/184)

| Benchmark | Jais-3-32B | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro (Vals) | Coming soon | 88.3% | Coming soon |

## FAQ

### Is there enough evidence to pick between Jais-3-32B and Muse Spark 1.2?

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

- [Jais-3-32B vs Jais-3-32B-Uno](/compare/jais-3-32b-vs-jais-3-32b-uno)
- [Muse Spark 1.2 vs Jais-3-32B-Uno](/compare/jais-3-32b-uno-vs-muse-spark-1-2)
- [Jais-3-32B vs Muse Spark 1.1](/compare/jais-3-32b-vs-muse-spark-1-1)
- [Muse Spark 1.2 vs Muse Spark 1.1](/compare/muse-spark-1-1-vs-muse-spark-1-2)

## Explore More

- [Jais-3-32B profile](/models/jais-3-32b)
- [Muse Spark 1.2 profile](/models/muse-spark-1-2)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)