BenchLeader

Claude Opus 4.7 vs Muse Spark 1.1

Verdict
  • Claude Opus 4.7 and Muse Spark 1.1 are level on quality (65.5 vs 64.9).
  • Claude Opus 4.7 is stronger in agents & tools, composite, human preference, long context, maths, multimodal.
  • Muse Spark 1.1 is stronger in coding, instruction following, knowledge, reasoning.
  • Muse Spark 1.1 is 5.0× cheaper ($2.00 vs $10.00 per 1M blended).
  • Muse Spark 1.1 streams 4.2× faster (194 vs 46 tokens per second).
MetricClaude Opus 4.7Muse Spark 1.1
BenchLeader Index65.564.9
Agents & tools score69.462.7
Coding score64.868.2
Composite score80.372.2
Human preference score68.866.0
Instruction following score58.577.8
Knowledge score66.473.1
Long context score65.965.3
Maths score65.252.2
Multimodal score65.764.9
Reasoning score66.368.8
Blended price $/M$10.00$2.00
Output speed46 tok/s194 tok/s
Time to first answer21.2 s2.0 s
Context window1M1.0M
SimpleQA Verified57.8%
Humanity's Last Exam36.2%
Terminal-Bench80.2%
SimpleBench61.7%
SciCode58.2%
WeirdML76.4%
APEX-Agents41.9%
FrontierCode38.5%
ProofBench39.0%
GSO-Bench44.1%
Epoch Capabilities Index156.3154.6
LMArena Text14951492
LMArena Hard Prompts15191511
LMArena Coding15471531
LMArena WebDev15571541
LMArena Vision13171293
LMArena Agent-2.6
AA Intelligence Index40.734.3
IFBench58.6%
AA-LCR78.7%77.7%
MMMU-Pro78.8%
AA-Omniscience27.328.1
Terminal-Bench Hard51.5%
GPQA Diamond (AA)91.4%89.8%
Humanity's Last Exam (AA)42.3%46.2%
SciCode (AA)58.8%
τ²-Bench Telecom (AA)88.6%
AIME (Vals)96.3%
LiveCodeBench85.1%
MMLU-Pro89.9%
IOI47.1%
LegalBench85.3%
CorpFin66.1%
TaxEval75.3%
Terminal-Bench 2.1 (Vals)68.5%
SWE-bench (Vals)82.0%
GPQA Diamond (Vals)90.2%
Vals Index56.1
SWE-Bench Pro61.5%
MCP Atlas88.1%
MultiChallenge75.3%
PRBench Finance55.0%
PRBench Legal57.0%
MultiNRC65.6%
HiL-Bench41.7%
EQ-Bench 413111260
Kagi LLM Benchmark73.3%

Data as of 2026-09-09. Best configuration of each model; every score links to its source on the model pages.