MiniMax M3 vs Muse Spark 1.1
Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
Muse Spark 1.1 leads for most workloads.
Based on BenchLM composite scores, July 2026.
MiniMax M3
72
Muse Spark 1.1
78
Verified leaderboard positions: MiniMax M3 #22 · Muse Spark 1.1 unranked
Pick Muse Spark 1.1 if you want the stronger benchmark profile. MiniMax M3 only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | MiniMax M3 | Δ | Muse Spark 1.1 |
|---|---|---|---|
| Multimodal | 64.9 | → 23.5 | 88.4 |
| Agentic | 72.3 | → 8.1 | 80.4 |
| Coding | 67.0 | ← 5.5 | 61.5 |
| Knowledge | — | — | 62.1 |
| Math | 85.7 | — | — |
Operational Comparison
MiniMax M3
Muse Spark 1.1
$0.3 / $1.2
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1M
1M
Quick Verdict
Pick Muse Spark 1.1 if you want the stronger benchmark profile. MiniMax M3 only becomes the better choice if coding is the priority or you would rather avoid the extra latency and token burn of a reasoning model.
Muse Spark 1.1 is clearly ahead on the provisional aggregate, 78 to 72. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Muse Spark 1.1's sharpest advantage is in multimodal & grounded, where it averages 88.4 against 64.9. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 66% to 80%. MiniMax M3 does hit back in coding, so the answer changes if that is the part of the workload you care about most.
Muse Spark 1.1 is the reasoning model in the pair, while MiniMax M3 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.
Benchmark Deep Dive
Frequently Asked Questions (4)
Which is better, MiniMax M3 or Muse Spark 1.1?
Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 72. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 66% and 80%.
Which is better for coding, MiniMax M3 or Muse Spark 1.1?
MiniMax M3 has the edge for coding in this comparison, averaging 67 versus 61.5. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, MiniMax M3 or Muse Spark 1.1?
Muse Spark 1.1 has the edge for agentic tasks in this comparison, averaging 80.4 versus 72.3. Inside this category, GDPval-AA is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, MiniMax M3 or Muse Spark 1.1?
Muse Spark 1.1 has the edge for multimodal and grounded tasks in this comparison, averaging 88.4 versus 64.9. MiniMax M3 stays close enough that the answer can still flip depending on your workload.
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