Muse Spark 1.1 vs o3-mini
Head-to-head comparison across 2benchmark 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.
Muse Spark 1.1
78
o3-mini
54
Pick Muse Spark 1.1 if you want the stronger benchmark profile. o3-mini only becomes the better choice if knowledge is the priority.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Muse Spark 1.1 | Δ | o3-mini |
|---|---|---|---|
| Knowledge | 62.1 | → 15.1 | 77.2 |
| Coding | 61.5 | ← 12.2 | 49.3 |
| Agentic | 80.4 | — | — |
| Multimodal | 88.4 | — | — |
| Inst. Following | — | — | 93.9 |
Operational Comparison
Muse Spark 1.1
o3-mini
N/A
$1.1 / $4.4
N/A
160 t/s
N/A
7.12s
1M
200K
Quick Verdict
Pick Muse Spark 1.1 if you want the stronger benchmark profile. o3-mini only becomes the better choice if knowledge is the priority.
Muse Spark 1.1 is clearly ahead on the provisional aggregate, 78 to 54. 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 coding, where it averages 61.5 against 49.3. o3-mini does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Muse Spark 1.1 gives you the larger context window at 1M, compared with 200K for o3-mini.
Benchmark Deep Dive
Frequently Asked Questions (3)
Which is better, Muse Spark 1.1 or o3-mini?
Muse Spark 1.1 is ahead on BenchLM's provisional leaderboard, 78 to 54.
Which is better for knowledge tasks, Muse Spark 1.1 or o3-mini?
o3-mini has the edge for knowledge tasks in this comparison, averaging 77.2 versus 62.1. Muse Spark 1.1 stays close enough that the answer can still flip depending on your workload.
Which is better for coding, Muse Spark 1.1 or o3-mini?
Muse Spark 1.1 has the edge for coding in this comparison, averaging 61.5 versus 49.3. o3-mini stays close enough that the answer can still flip depending on your workload.
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