# Magistral Medium vs Muse Spark 1.2

> Side-by-side benchmark comparison for Magistral Medium and Muse Spark 1.2 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/magistral-medium-vs-muse-spark-1-2
- Last updated: October 14, 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 Magistral Medium and Muse Spark 1.2.

## Summary

- Magistral Medium and Muse Spark 1.2 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 | Magistral Medium | Muse Spark 1.2 |
|----------|----------|----------|
| Creator | Mistral | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 40K | 1M |
| Independent public score (not head-to-head) | null | 65.4 |
| Benchmarks Covered | 6 | 8 |
| Pricing (input/output) | N/A | $1.25 / $4.25 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Magistral Medium public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 59.4 (Supported · #25/124)

| Benchmark | Magistral Medium | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | Coming soon | 82.9% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 69.7% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Magistral Medium public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 52.8 (Supported · #38/149)

| Benchmark | Magistral Medium | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench v5 | 59.4% | Coming soon | Coming soon |
| LiveCodeBench v6 | 50.3% | 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
- Magistral Medium public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 80.1 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Insufficient shared evidence
- Magistral Medium public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: 64.9 (Supported · #35/181)

| Benchmark | Magistral Medium | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 70.8% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 88.3% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Magistral Medium public-lane score: Coming soon
- Muse Spark 1.2 public-lane score: Coming soon

| Benchmark | Magistral Medium | Muse Spark 1.2 | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 73.6% | Coming soon | Coming soon |
| AIME 2025 | 64.9% | Coming soon | Coming soon |
| MATH-500 | 94.3% | Coming soon | Coming soon |

## FAQ

### Can I compare Magistral Medium and Muse Spark 1.2 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

- [Magistral Medium vs Magistral Small](/compare/magistral-medium-vs-magistral-small)
- [Muse Spark 1.2 vs Magistral Small](/compare/magistral-small-vs-muse-spark-1-2)
- [Magistral Medium vs Muse Spark 1.1](/compare/magistral-medium-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

- [Magistral Medium profile](/models/magistral-medium)
- [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)