BenchLeader

GPT-6 Sol vs Muse Spark 1.1

Verdict
  • GPT-6 Sol (max) leads on quality: 67.7 vs 64.8.
  • GPT-6 Sol (max) is stronger in composite, knowledge, long context, multimodal, reasoning.
  • Muse Spark 1.1 is stronger in agents & tools, coding, human preference, instruction following, maths.
  • Muse Spark 1.1 is 2.0× cheaper ($2.00 vs $4.00 per 1M blended).
  • Muse Spark 1.1 streams 1.7× faster (210 vs 126 tokens per second).
MetricGPT-6 Sol (max)Muse Spark 1.1
BenchLeader Index67.764.8
Composite score86.2
Knowledge score75.470.5
Long context score67.7
Multimodal score67.164.8
Reasoning score95.069.3
Agents & tools score60.4
Coding score67.9
Human preference score66.2
Instruction following score77.8
Maths score62.8
Blended price $/M$4.00$2.00
Output speed126 tok/s210 tok/s
Time to first answer107.2 s2.8 s
Context window1.1M1.0M
SimpleQA Verified57.8%
SciCode58.8%
ProofBench39.0%
Epoch Capabilities Index154.3
LMArena Text1493
LMArena Hard Prompts1513
LMArena Coding1531
LMArena WebDev1542
LMArena Vision1294
LMArena Agent-3
AA Intelligence Index47.5
AA-LCR83.7%
MMMU-Pro83.3%
AA-Omniscience27.1
Humanity's Last Exam (AA)47.9%
SciCode (AA)57.6%
SWE-Bench Pro61.5%
MCP Atlas88.1%
MultiChallenge75.3%
PRBench Finance55.0%
PRBench Legal57.0%
MultiNRC65.6%
EQ-Bench 41260
CritPt30.9%
GDPval (AA)49.4%
FORTRESS12.4%
SWE-Bench Pro (private)51.5%
VTB44.8%
LMArena Maths1486
LMArena Creative Writing1451
LMArena Instruction Following1471
LMArena Multi-turn1497
LMArena Longer Queries1481
LMArena Document1480
DeepSWE53.3%
GBAEval7.9%
Vending-Bench 26520.5
GDP.pdf15.0%
Terminal-Bench 4.0 (AA)43.9%
AutomationBench61.6%
GDP.pdf24.8%
MLCR16.1%
AA-Omniscience: accuracy54.5%
AA-Omniscience: non-hallucination39.9%
AA-Briefcase1483

Data as of 2026-09-23. Best configuration of each model; every score links to its source on the model pages.

GPT-6 Sol vs Muse Spark 1.1: questions

Is GPT-6 Sol better than Muse Spark 1.1?
GPT-6 Sol (max) leads on quality: 67.7 vs 64.8. The BenchLeader Index combines every independent quality benchmark; GPT-6 Sol (max) is ahead overall as of 2026-09-23, but check the category scores for your use.
Which is cheaper, GPT-6 Sol or Muse Spark 1.1?
Muse Spark 1.1 is cheaper: $2.00 against $4.00 per million tokens, blended at three input tokens per output token.
Which is faster, GPT-6 Sol or Muse Spark 1.1?
Muse Spark 1.1 streams faster: 210 against 126 output tokens per second.
Which has the larger context window?
GPT-6 Sol accepts more context: 1.1M against 1.0M tokens.