Model comparison
Claude Fable 5 vs Muse Spark 1.1
Head-to-head evidence from 23 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude Fable 5 #2 (Supported); Muse Spark 1.1 #6 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude Fable 5 and Muse Spark 1.1 share 23 comparable benchmark results. 3 of 8 categories are comparable. 11 results are unique to Claude Fable 5; 16 to Muse Spark 1.1.
Updated July 23, 2026- Shared results
- 23
- Claude Fable 5 only
- 11
- Muse Spark 1.1 only
- 16
- Comparable categories
- 3 / 8
Pick Claude Fable 5 if you want the stronger benchmark profile. Muse Spark 1.1 only becomes the better choice if multimodal & grounded is the priority.
Confidence note. This is a partial-evidence comparison with 23 shared benchmark results across 5 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Claude Fable 5 is clearly ahead on the BenchAlign aggregate, 83.68 to 77.44. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude Fable 5's sharpest advantage is in coding, where it averages 89.2 against 61.5. The single biggest benchmark swing on the page is SWE-bench Pro, 80% to 61.5%. Muse Spark 1.1 does hit back in multimodal & grounded, so the answer changes if that is the part of the workload you care about most.
Claude Fable 5 gives you the larger context window at 1M+, compared with 1M for Muse Spark 1.1.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Claude Fable 5 | Δ | Muse Spark 1.1 |
|---|---|---|---|
| Multimodal | Claude Fable 557.9 | Margin→ 30.5 | Muse Spark 1.188.4 |
| Coding | Claude Fable 589.2 | Margin← 27.7 | Muse Spark 1.161.5 |
| Agentic | Claude Fable 584.6 | Margin← 4.2 | Muse Spark 1.180.4 |
| Knowledge | Claude Fable 5Not measured | MarginNo overlap | Muse Spark 1.162.1 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
SWE-bench Pro
CodingA 80%B 61.5%Winner: Claude Fable 5Δ 18.5SWE-bench Pro: Claude Fable 5 scored 80%; Muse Spark 1.1 scored 61.5%. Claude Fable 5 wins this benchmark. - Source ↗
Terminal-Bench 2.0
AgenticA 84.3%B 80%Winner: Claude Fable 5Δ 4.3Terminal-Bench 2.0: Claude Fable 5 scored 84.3%; Muse Spark 1.1 scored 80%. Claude Fable 5 wins this benchmark. - Source ↗
OSWorld-Verified
AgenticA 85%B 80.8%Winner: Claude Fable 5Δ 4.2OSWorld-Verified: Claude Fable 5 scored 85%; Muse Spark 1.1 scored 80.8%. Claude Fable 5 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude Fable 5 | Muse Spark 1.1 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude Fable 5$10 input / $50 output | Muse Spark 1.1Not available | A complete price comparison is not available. |
| Generation speedtokens per second | Claude Fable 5Not available | Muse Spark 1.1Not available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude Fable 5Not available | Muse Spark 1.1Not available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude Fable 51M+ | Muse Spark 1.11M | Claude Fable 5 lists the larger context window. |
Benchmark Deep Dive
AgenticClaude Fable 5 wins23 benchmarks
| Benchmark | Claude Fable 5 | Muse Spark 1.1 | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 84.3% | 80% | Claude Fable 5 leads |
| OSWorld-VerifiedSource | 85% | 80.8% | Claude Fable 5 leads |
| GDPval-AASource | 1748 | 1374 | Claude Fable 5 leads |
| AA Agentic IndexSource | 52.8% | 37.5% | Claude Fable 5 leads |
| τ²-bench resultsSource | 98.5% | — | Not comparable |
| GDPval-AASource | 62.4% | 43.7% | Claude Fable 5 leads |
| AA BriefcaseSource | 1574 | 863 | Claude Fable 5 leads |
| AA AutomationBenchSource | 48.6% | 42.8% | Claude Fable 5 leads |
| AA EnterpriseOps-GymSource | 51.1% | — | Not comparable |
| AA Harvey LABSource | 93.6% | 93.1% | Claude Fable 5 leads |
| AA Tau3 BankingSource | 26.8% | 25.2% | Claude Fable 5 leads |
| terminalBenchHardSource | 62.9% | — | Not comparable |
| aaTerminalBench21Source | 84.6% | 77.9% | Claude Fable 5 leads |
| MCP AtlasSource | — | 88.1% | Not comparable |
| ToolathlonSource | — | 75.6% | Not comparable |
| DeepSearchQASource | — | 84.9% | Not comparable |
| CyberGymSource | — | 59.0% | Not comparable |
| Finance Agent v2Source | — | 57.2% | Not comparable |
| deepSweSource | — | 53.3% | Not comparable |
| OSWorld 2.0Source | — | 14.2% | Not comparable |
| JobBenchSource | — | 54.7% | Not comparable |
| CybenchSource | — | 92.9% | Not comparable |
| ExploitGymSource | — | 0.8% | Not comparable |
CodingClaude Fable 5 wins9 benchmarks
| Benchmark | Claude Fable 5 | Muse Spark 1.1 | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 95% | — | Not comparable |
| SWE-bench ProSource | 80% | 61.5% | Claude Fable 5 leads |
| FrontierCode 1.1 MainSource | 53.5% | — | Not comparable |
| Terminal-Bench 2.0Source | 84.3% | 80.0% | Claude Fable 5 leads |
| cursorBench31Source | 70.6% | — | Not comparable |
| cursorBench32Source | 70.5% | — | Not comparable |
| VulcanBench v3Source | 87.0% | — | Not comparable |
| AA Coding IndexSource | 76.5% | 71.3% | Claude Fable 5 leads |
| AA-SciCodeSource | 60.2% | 58.2% | Claude Fable 5 leads |
Reasoning3 benchmarks
Knowledge9 benchmarks
| Benchmark | Claude Fable 5 | Muse Spark 1.1 | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 59.9% | 50.6% | Claude Fable 5 leads |
| AA-GPQA DiamondSource | 92.6% | 89.8% | Claude Fable 5 leads |
| AA-HLESource | 53.3% | 45.1% | Claude Fable 5 leads |
| AA-Omniscience IndexSource | 40.2% | 18.0% | Claude Fable 5 leads |
| AA-Omniscience AccuracySource | 61.4% | 40.6% | Claude Fable 5 leads |
| AA-Omniscience Hallucination RateSource | 54.9% | 38.1% | Muse Spark 1.1 leads |
| HLESource | — | 62.1% | Not comparable |
| HLE w/o toolsSource | — | 52.2% | Not comparable |
| HealthBench ProfessionalSource | — | 59.3% | Not comparable |
MultimodalMuse Spark 1.1 wins5 benchmarks
Inst. Following1 benchmarks
| Benchmark | Claude Fable 5 | Muse Spark 1.1 | Result |
|---|---|---|---|
| AA-IFBenchSource | 63.5% | — | Not comparable |
Frequently Asked Questions (4)
Which is better, Claude Fable 5 or Muse Spark 1.1?
Claude Fable 5 is ahead on BenchLM's BenchAlign leaderboard, 83.68 to 77.44. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 80% and 61.5%.
Which is better for coding, Claude Fable 5 or Muse Spark 1.1?
Claude Fable 5 has the edge for coding in this comparison, averaging 89.2 versus 61.5. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Claude Fable 5 or Muse Spark 1.1?
Claude Fable 5 has the edge for agentic tasks in this comparison, averaging 84.6 versus 80.4. Inside this category, AA Briefcase is the benchmark that creates the most daylight between them.
Which is better for multimodal and grounded tasks, Claude Fable 5 or Muse Spark 1.1?
Muse Spark 1.1 has the edge for multimodal and grounded tasks in this comparison, averaging 88.4 versus 57.9. Inside this category, Design Arena Website is the benchmark that creates the most daylight between them.
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