BenchLeader

Claude Fable 5 vs Muse Spark

Full profiles: Claude Fable 5 (Anthropic) and Muse Spark (Meta): every benchmark, price and rank.

Updated · Data from 11 sources

As of 24 Oct 2026, Claude Fable 5 (max) is the better pick for most workloads: it leads on quality (69.3 vs 64.3 on the BenchLeader Index). Pick Claude Fable 5 for knowledge (81 vs 63); pick Muse Spark for instruction following (77 vs 63).

Which to pick for…

The pick's numbers come first. Category scores on the BenchLeader scale (50 is the average model, 15 points one standard deviation). High confidence means a lead of half a standard deviation or more; under one point is called either.

Use casePickWhyConfidence
CodingClaude Fable 574 vs 65 category score; SciCode 61.0% vs 51.5%High
Agents & tool useMuse Spark66 vs 65 category score; Terminal-Bench Hard 45.5% vs 62.9%Medium
MathsClaude Fable 572 vs 59 category score; OTIS Mock AIME 99.7% vs 88.9%High
ReasoningClaude Fable 574 vs 65 category score; CritPt 28.6% vs 11.3%High
KnowledgeClaude Fable 581 vs 63 category score; AA-Omniscience 43.3 vs 7.2High
Long documentsClaude Fable 566 vs 64 category score; AA-LCR 82.3% vs 78.0%Medium
Following instructionsMuse Spark77 vs 63 category score; IFBench 75.9% vs 63.5%High
Chat quality (human preference)–Only Muse Spark has an Arena rating (68 category score)Not comparable
High volume on a budgetNeither flagshipA smaller model is usually the better fit: Cheapest good LLMs, Fastest LLMs–

Key differences

  • Claude Fable 5 (max) leads on quality: 69.3 vs 64.3.
  • Claude Fable 5 (max) is stronger in coding, composite, knowledge, long context, maths, reasoning.
  • Muse Spark is stronger in agents & tools, instruction following, human preference, multimodal.

At a glance

SpecClaude Fable 5Muse Spark
DeveloperAnthropicMeta
Released9 Jun 20268 Apr 2026
Context window (tokens)1,000,000262,144
Compared atClaude Fable 5 (max)Muse Spark
Open weightsNoNo
Price in / out / cached input per 1M$10.00 / $50.00 / $1.00–

Category by category

Category scores on the BenchLeader scale: 50 is the average evaluated model, 15 points is one standard deviation. A gap under one point is called level.

CategoryClaude Fable 5 (max)Muse SparkLeader
Reasoning73.865.3Claude Fable 5
Coding73.865.0Claude Fable 5
Agents & tools65.066.1Muse Spark
Maths72.459.1Claude Fable 5
Knowledge81.063.3Claude Fable 5
Instruction following63.177.3Muse Spark
Human preference–68.3not comparable
Multimodal–64.5not comparable
Long context66.364.0Claude Fable 5
Composite85.064.5Claude Fable 5

Where sources disagree

Across the 15 benchmarks both have, Claude Fable 5 leads 13, Muse Spark leads 2. Every overall index that rates both puts Claude Fable 5 ahead.

Overall indexClaude Fable 5 (max)Muse SparkLeader
BenchLeader Index69.364.3Claude Fable 5
AA Intelligence Index v4.3.249.631.3Claude Fable 5
Arena Text1503†1489Claude Fable 5

Each publisher runs its own tasks, harnesses and effort settings, so their overall verdicts can differ; BenchLeader reconciles them on one scale. † measured at another effort setting of the same model (the publisher did not test the one compared here).

Price, speed and latency

List prices blended at three input tokens per output token. Per-task prices use the token counts on the methodology page; suite cost is what Artificial Analysis paid to run its whole Intelligence Index.

MeasureClaude Fable 5 (max)Muse Spark
Blended price per 1M tokens$20.00–
Input / output per 1M$10.00 / $50.00– / –
Cached input per 1M$1.00–
Price per task: chat reply$0.019–
Price per task: summarize a 30-page report$0.150–
Price per task: code edit$0.135–
Price per task: agentic coding session$0.800–
Price per task: structured extraction$0.030–
Cost to run a full benchmark suite$8.75–
Output speed70 tok/s–
Time to first answer59.8 s–
Time to a complete answer67.0 s–

Each model is compared at its best-ranked reasoning-effort setting. Claude Fable 5 (max) scores 69.3 and takes 60 s to its first answer token; Claude Fable 5 scores 67.1 in 4 s, Claude Fable 5 (high) scores 64.6 in 4 s. Muse Spark scores 64.3. Higher effort means more thinking before the answer: better scores, longer waits and more tokens billed. How reasoning effort changes scores and cost.

Every benchmark

135 benchmarks, grouped by category; each name links to the board and its leaders. † measured at another effort setting of the same model, shown for reference and not counted as a win.

MetricPublisherClaude Fable 5 (max)Muse Spark
BenchLeader IndexBenchLeader69.364.3
Agents & tools scoreBenchLeader65.066.1
Coding scoreBenchLeader73.865.0
Composite scoreBenchLeader85.064.5
Instruction following scoreBenchLeader63.177.3
Knowledge scoreBenchLeader81.063.3
Long context scoreBenchLeader66.364.0
Maths scoreBenchLeader72.459.1
Reasoning scoreBenchLeader73.865.3
Human preference scoreBenchLeader–68.3
Multimodal scoreBenchLeader–64.5
Blended price $/MBenchLeader$20.00–
Output speedBenchLeader70 tok/s–
Time to first answerBenchLeader59.8 s–
Context windowBenchLeader1,000,000 tokens262,144 tokens
Reasoning
GPQA DiamondEpoch AI Benchmarking Hub85.9%89.8%
Humanity's Last ExamScale AI / CAIS–40.6%
SimpleBenchSimpleBench81.9%–
Arena Hard PromptsArena (LMArena)1529†1506
LiveBench 2.0 ReasoningLiveBench89.7%†–
LiveBench 1.0 ReasoningLiveBench89.7%–
GPQA Diamond (AA)Artificial Analysis92.6%88.4%
Humanity's Last Exam (AA)Artificial Analysis55.5%40.7%
GPQA Diamond (Vals)Vals AI93.2%†89.7%
EnigmaEvalScale AI SEAL39.3%†–
Kagi LLM BenchmarkKagi LLM Benchmark88.8%†–
ARC-AGI-1ARC Prize98.5%–
ARC-AGI-2ARC Prize89.2%–
CritPtArtificial Analysis28.6%11.3%
Chess PuzzlesEpoch AI Benchmarking Hub47.0%–
Mystery Game PuzzlesEpoch AI Benchmarking Hub52.0%–
LMCAEpoch AI Benchmarking Hub60.3%–
DTBenchEpoch AI Benchmarking Hub98.4%–
ForecastBenchForecastBench66.0%–
BTF-3Epoch AI Benchmarking Hub13.0%†–
Coding
SciCodeSciCode61.0%51.5%
WeirdMLWeirdML91.9%–
FrontierCodeCognition53.5%†–
GSO-BenchGSO-Bench78.4%†–
Arena CodingArena (LMArena)1551†1529
Show all 135 benchmarks
MetricPublisherClaude Fable 5 (max)Muse Spark
Coding
Arena WebDevArena (LMArena)1624†–
LiveBench 2.0 CodingLiveBench98.3%†–
LiveBench 1.0 CodingLiveBench86.0%–
SciCode (AA)Artificial Analysis61.0%–
LiveCodeBenchVals AI89.8%†–
SWE-bench (Vals)Vals AI95.0%†74.4%
SWE-Bench ProScale AI SEAL–55.0%
Code MigrationVals AI55.1%†–
ProgramBenchVals AI2.0%†–
Vibe Code Bench v1.1Vals AI90.3%†19.7%
SWE-Bench Pro (private)Scale AI SEAL–55.0%
SWE Atlas: Codebase QnAScale AI SEAL39.0%†24.2%
SWE Atlas: RefactoringScale AI SEAL54.8%†–
SWE Atlas: Test WritingScale AI SEAL55.6%†31.1%
MirrorCodeEpoch AI Benchmarking Hub63.9%†–
Surface Evolver BenchEpoch AI Benchmarking Hub95.0%†–
DeepSWE v1.1Epoch AI Benchmarking Hub69.7%–
ALE-BenchEpoch AI Benchmarking Hub2041.3†–
FrontierSWEEpoch AI Benchmarking Hub47.0%–
Terminal-Bench 4.0 (AA)Artificial Analysis42.4%–
Terminal-Bench 2.1 (AA)Artificial Analysis84.6%62.2%
Startrise FrontendStartrise73.8%†–
Agents & tools
Terminal-BenchTerminal-Bench44.5%–
Remote Labor IndexScale AI / CAIS15.8%†–
APEX-AgentsMercor63.6%†–
Arena AgentArena (LMArena)8.3†–
LiveBench Long AgenticLiveBench53.2%†–
LiveBench BrowserLiveBench92.0%†–
LiveBench Agentic CodingLiveBench62.2%–
Terminal-Bench HardArtificial Analysis62.9%45.5%
τ²-Bench Telecom (AA)Artificial Analysis98.5%91.5%
Terminal-Bench 2.1 (Vals)Vals AI80.5%†–
MCP AtlasScale AI SEAL83.3%†82.2%
HiL-BenchScale AI SEAL56.3%†–
τ³-bench Bankingτ²-bench39.7%–
τ³-Banking (AA)Artificial Analysis38.1%–
Analyst Agent (AA)Artificial Analysis48.8%–
Finance Agent v2Vals AI56.3%†–
Harvey's Legal Agent Benchmark v1Vals AI11.3%†–
Legal Research BenchVals AI49.5%†–
Tax Agent BenchVals AI38.3%†–
Terminal-Bench 2.0 (Vals)Vals AI–59.5%
Terminal-Bench 4.0 (Vals)Vals AI41.4%†–
Terminal-Bench ScienceVals AI15.7%†–
Web Search IndexVals AI46.9%†–
Arena SearchArena (LMArena)1229†–
PostTrainBenchEpoch AI Benchmarking Hub41.8%–
GBAEvalEpoch AI Benchmarking Hub74.5%†–
Vending-Bench 2Andon Labs4966.6–
AutomationBenchArtificial Analysis54.1%–
GDP.pdf (AA)Artificial Analysis24.0%–
EnterpriseOps-GymArtificial Analysis51.1%–
AA-Briefcase v1.1Artificial Analysis1537–
Maths
FrontierMath Tiers 1–3Epoch AI Benchmarking Hub87.0%–
FrontierMath Tier 4Epoch AI Benchmarking Hub90.2%–
OTIS Mock AIMEEpoch AI Benchmarking Hub99.7%88.9%
ProofBenchVals AI95.0%17.0%
LiveBench MathematicsLiveBench96.0%–
AIME (Vals)Vals AI–96.9%
Arena MathsArena (LMArena)1521†1467
Knowledge
SimpleQA VerifiedEpoch AI Benchmarking Hub70.7%†–
LiveBench 2.0 Data AnalysisLiveBench80.5%†–
LiveBench ResearchLiveBench86.9%†–
LiveBench 1.0 Data AnalysisLiveBench80.5%–
AA-OmniscienceArtificial Analysis43.37.2
MMLU-ProVals AI91.5%†87.3%
LegalBenchVals AI88.6%†84.2%
CorpFinVals AI71.8%†65.1%
TaxEvalVals AI76.9%†77.7%
PRBench FinanceScale AI SEAL53.9%†52.4%
PRBench LegalScale AI SEAL52.6%†52.3%
MultiNRCScale AI SEAL–59.0%
CaseLaw v2Vals AI–63.1%
Excel Modeling BenchmarkVals AI73.7%†–
MedCodeVals AI56.1%†51.3%
MedScribeVals AI88.5%†85.9%
Public Benefits Bench v1.1Vals AI70.4%†–
EBR-benchEpoch AI Benchmarking Hub39.5%–
GDP.pdfEpoch AI Benchmarking Hub29.8%–
AA-Omniscience: accuracyArtificial Analysis65.3%49.6%
AA-Omniscience: non-hallucinationArtificial Analysis36.4%15.8%
Instruction following
LiveBench LanguageLiveBench90.7%–
LiveBench Instruction FollowingLiveBench75.8%–
IFBenchArtificial Analysis63.5%75.9%
MultiChallengeScale AI SEAL–75.5%
TutorBenchScale AI SEAL–68.5%
Arena Instruction FollowingArena (LMArena)1508†1465
Human preference
Arena TextArena (LMArena)1503†1489
EQ-Bench 4EQ-Bench1340†–
Arena Creative WritingArena (LMArena)1501†1464
Arena Multi-turnArena (LMArena)1517†1494
Arena Longer QueriesArena (LMArena)1522†1476
Multimodal
Arena VisionArena (LMArena)1325†1306
LiveBench DesignLiveBench84.7%†–
MMMU-ProArtificial Analysis–80.5%
MMMU-Pro (official)MMMU–80.4%†
MMMU-Pro (Vals)Vals AI89.3%†87.4%
MortgageTaxVals AI68.9%†–
SAGEVals AI51.9%†–
Blueprint-Bench 2Epoch AI Benchmarking Hub38.6%†–
Long context
AA-LCRArtificial Analysis82.3%78.0%
Arena DocumentArena (LMArena)1499†1467
MLCRArtificial Analysis20.6%–
Composite
Epoch Capabilities IndexEpoch AI Benchmarking Hub163.4†152.0
LiveBench 2.0LiveBench83.6%†–
LiveBench 1.0LiveBench83.0%–
AA Intelligence Index v4.3.2Artificial Analysis49.631.3
Vals RSI IndexVals AI24.3%–
Vals Multimodal IndexVals AI74.2%†–
Safety & honesty
FORTRESSScale AI SEAL–20.2%

Data as of 2026-10-24. Best configuration of each model; every score links to its source on the model pages.

What changed

  • Claude Fable 5 (max): 1 new result (Vals RSI Index).
  • Claude Fable 5 (max): 1 score revision.
  • Claude Fable 5 (max): 1 new result (ForecastBench).
  • Claude Fable 5 (max): 4 new results (GDPval-AA v2.1, AA-Omniscience: accuracy, AA-Omniscience: non-hallucination…).
  • Claude Fable 5 (max): 1 score revision.
  • Muse Spark: 1 new result (PRBench Legal).
  • Muse Spark: 1 new result (SWE Atlas: Codebase QnA).
  • Muse Spark: 2 new results (PRBench Legal, MultiNRC).
  • Muse Spark: 1 new result (PRBench Finance).
  • Claude Fable 5 (max): BenchLeader Index 64.6 → 69.1.

Rankings: Best LLM overall · Best LLM for coding · Best LLM for agents · Best cheap LLMs

Claude Fable 5 vs Muse Spark: questions

Is Claude Fable 5 better than Muse Spark?
Claude Fable 5 (max) leads on quality: 69.3 vs 64.3. The BenchLeader Index combines every independent quality benchmark; Claude Fable 5 (max) is ahead overall as of 2026-10-24, but check the category scores for your use.
Is Claude Fable 5 better than Muse Spark for coding?
Claude Fable 5 scores higher in coding (74 vs 65 on the category index, where 50 is average). On SciCode, the top shared coding benchmark, it is 61.0% for Claude Fable 5 against 51.5% for Muse Spark.
Is Claude Fable 5 better than Muse Spark for agents and tool use?
Muse Spark scores higher in agentic tasks (66 vs 65 on the category index, where 50 is average). On Terminal-Bench Hard, the top shared agents & tools benchmark, it is 62.9% for Claude Fable 5 against 45.5% for Muse Spark.
Which is better for long documents?
Claude Fable 5 scores higher on long-context benchmarks (66 vs 64). Claude Fable 5 accepts more context: 1,000,000 against 262,144 tokens for Muse Spark.
Do independent benchmarks agree on Claude Fable 5 vs Muse Spark?
Across the 15 benchmarks both have, Claude Fable 5 leads 13, Muse Spark leads 2. Every overall index that rates both puts Claude Fable 5 ahead.
When was Claude Fable 5 released?
Claude Fable 5 was released on 9 Jun 2026.