Agents-A1 vs Muse Spark
Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
Muse Spark leads for most workloads.
Based on BenchLM composite scores, July 2026.
Agents-A1
63
Muse Spark
76
Pick Muse Spark if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if reasoning is the priority.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Agents-A1 | Δ | Muse Spark |
|---|---|---|---|
| Reasoning | 60.2 | ← 17.7 | 42.5 |
| Agentic | 75.5 | ← 16.5 | 59.0 |
| Knowledge | 47.6 | → 2.8 | 50.4 |
| Coding | — | — | 61.7 |
| Multimodal | — | — | 82.5 |
| Inst. Following | 94.8 | — | — |
Operational Comparison
Agents-A1
Muse Spark
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Quick Verdict
Pick Muse Spark if you want the stronger benchmark profile. Agents-A1 only becomes the better choice if reasoning is the priority.
Muse Spark is clearly ahead on the provisional aggregate, 76 to 63. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Muse Spark's sharpest advantage is in knowledge, where it averages 50.4 against 47.6. The single biggest benchmark swing on the page is HLE, 47.6% to 50.4%. Agents-A1 does hit back in reasoning, so the answer changes if that is the part of the workload you care about most.
Benchmark Deep Dive
Frequently Asked Questions (4)
Which is better, Agents-A1 or Muse Spark?
Muse Spark is ahead on BenchLM's provisional leaderboard, 76 to 63. The biggest single separator in this matchup is HLE, where the scores are 47.6% and 50.4%.
Which is better for knowledge tasks, Agents-A1 or Muse Spark?
Muse Spark has the edge for knowledge tasks in this comparison, averaging 50.4 versus 47.6. Inside this category, HLE is the benchmark that creates the most daylight between them.
Which is better for reasoning, Agents-A1 or Muse Spark?
Agents-A1 has the edge for reasoning in this comparison, averaging 60.2 versus 42.5. Muse Spark stays close enough that the answer can still flip depending on your workload.
Which is better for agentic tasks, Agents-A1 or Muse Spark?
Agents-A1 has the edge for agentic tasks in this comparison, averaging 75.5 versus 59. Inside this category, Tau2-Telecom is the benchmark that creates the most daylight between them.
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