# Apodex 1.1 vs Muse Spark 1.1

> Side-by-side benchmark comparison for Apodex 1.1 and Muse Spark 1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/apodex-1-1-vs-muse-spark-1-1
- Last updated: October 9, 2026

- Shared sourced benchmarks: 4
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Muse Spark 1.1 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Muse Spark 1.1 has the higher overall point estimate 65.83 to 50.64. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in knowledge, where the averages are 53.5 for Apodex 1.1 and 66.6 for Muse Spark 1.1.
- The biggest single benchmark swing is Terminal-Bench 2.1 in Agentic, with scores of 70.8% and 80.0%.
- Muse Spark 1.1 also has the larger context window at 1M.

## Model Snapshot

| Property | Apodex 1.1 | Muse Spark 1.1 |
|----------|----------|----------|
| Creator | Apodex | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | N/A | 1M |
| Overall Score | 50.64 | 65.83 |
| Benchmarks Covered | 10 | 26 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | N/A |

## Category Breakdown

### Agentic

- Winner: Directional only
- Apodex 1.1 public-lane score: 45.4 (Estimated · #52/122)
- Muse Spark 1.1 public-lane score: 57.1 (Supported · #32/122)

| Benchmark | Apodex 1.1 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 70.8% | 80.0% | Muse Spark 1.1 |
| HLE w/ tools | 56.1% | Coming soon | Coming soon |
| APEX-Agents | 38.5% | Coming soon | Coming soon |
| DeepSearchQA | 92.4% | 84.9% | Apodex 1.1 |
| MCP Atlas | Coming soon | 88.1% | Coming soon |
| Toolathlon | Coming soon | 75.6% | Coming soon |
| OSWorld-Verified | Coming soon | 80.8% | Coming soon |
| WebArena-Verified | Coming soon | 69% | Coming soon |
| CyberGym | Coming soon | 59.0% | Coming soon |
| Finance Agent v2 | Coming soon | 57.2% | Coming soon |
| deepSwe | Coming soon | 53.3% | Coming soon |
| OSWorld 2.0 | Coming soon | 14.2% | Coming soon |
| JobBench | Coming soon | 54.7% | Coming soon |
| Cybench | Coming soon | 92.9% | Coming soon |
| ExploitGym | Coming soon | 0.8% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 69.3% | Coming soon |

### Coding

- Winner: Directional only
- Apodex 1.1 public-lane score: 42.7 (Estimated · #59/146)
- Muse Spark 1.1 public-lane score: 53.7 (Supported · #35/146)

| Benchmark | Apodex 1.1 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.1 | 70.8% | 80.0% | Muse Spark 1.1 |
| SWE-bench Verified | 77.7% | Coming soon | Coming soon |
| SWE-bench Pro | Coming soon | 61.5% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 82.0% | Coming soon |

### Reasoning

- Winner: Not comparable
- Apodex 1.1 public-lane score: 76.8 (Unranked · 2 rankable rows)
- Muse Spark 1.1 public-lane score: 75.7 (Unranked · 3 rankable rows)

| Benchmark | Apodex 1.1 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MRCR 1M | Coming soon | 54.1% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Apodex 1.1 public-lane score: 77.7 (Unranked · 1 rankable row)
- Muse Spark 1.1 public-lane score: 78.3 (Unranked · 2 rankable rows)

| Benchmark | Apodex 1.1 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | Coming soon | 88.4% | Coming soon |
| BabyVision | Coming soon | 76.3% | Coming soon |

### Knowledge

- Winner: Muse Spark 1.1
- Apodex 1.1 public-lane score: 53.5 (Supported · #59/174)
- Muse Spark 1.1 public-lane score: 66.6 (Supported · #21/174)

| Benchmark | Apodex 1.1 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| HLE | 56.1% | 62.1% | Muse Spark 1.1 |
| FrontierScience Research | 63.3% | Coming soon | Coming soon |
| BioMysteryBench (human-difficult) | 35.3% | Coming soon | Coming soon |
| HLE w/o tools | Coming soon | 52.2% | Coming soon |
| HealthBench Professional | Coming soon | 59.3% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 91.2% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 88.7% | Coming soon |

### Mathematics

- Winner: Not comparable
- Apodex 1.1 public-lane score: Coming soon
- Muse Spark 1.1 public-lane score: Coming soon

| Benchmark | Apodex 1.1 | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| IMO 2026 | 31/42 | Coming soon | Coming soon |

## FAQ

### Which is better overall, Apodex 1.1 or Muse Spark 1.1?

Muse Spark 1.1 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Apodex 1.1 and Muse Spark 1.1?

The widest category gap is in knowledge, where the averages are 53.5 for Apodex 1.1 and 66.6 for Muse Spark 1.1.

### How many benchmarks does Apodex 1.1 cover on BenchLM?

Apodex 1.1 currently has 10 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Spark 1.1 cover on BenchLM?

Muse Spark 1.1 currently has 26 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Apodex 1.1 vs Apodex 1.1 Mini](/compare/apodex-1-1-vs-apodex-1-1-mini)
- [Muse Spark 1.1 vs Apodex 1.1 Mini](/compare/apodex-1-1-mini-vs-muse-spark-1-1)
- [Apodex 1.1 vs Muse Spark 1.2](/compare/apodex-1-1-vs-muse-spark-1-2)
- [Muse Spark 1.1 vs Muse Spark 1.2](/compare/muse-spark-1-1-vs-muse-spark-1-2)

## Explore More

- [Apodex 1.1 profile](/models/apodex-1-1)
- [Muse Spark 1.1 profile](/models/muse-spark-1-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)