BenchLeader

GPT-6 Sol vs Muse Spark 1.2

Verdict
  • GPT-6 Sol (max) leads on quality: 67.7 vs 63.6.
  • GPT-6 Sol (max) is stronger in composite, knowledge, long context, multimodal, reasoning.
  • Muse Spark 1.2 (xhigh) is stronger in agents & tools, coding, human preference.
  • Muse Spark 1.2 (xhigh) is 2.0× cheaper ($2.00 vs $4.00 per 1M blended).
  • Muse Spark 1.2 (xhigh) streams 1.4× faster (173 vs 126 tokens per second).
MetricGPT-6 Sol (max)Muse Spark 1.2 (xhigh)
BenchLeader Index67.763.6
Composite score86.268.4
Knowledge score75.467.5
Long context score67.765.3
Multimodal score67.166.0
Reasoning score95.071.8
Agents & tools score57.5
Coding score56.9
Human preference score70.6
Blended price $/M$4.00$2.00
Output speed126 tok/s173 tok/s
Time to first answer107.2 s28.2 s
Context window1.1M1.0M
SimpleQA Verified60.3%
SciCode56.4%
WeirdML60.3%
LMArena Text1500
LMArena Hard Prompts1513
LMArena Coding1536
LMArena WebDev1534
LMArena Vision1304
LMArena Agent-1.8
LiveBench78.0%
LiveBench Reasoning90.0%
LiveBench Coding77.5%
LiveBench Agentic Coding57.6%
LiveBench Mathematics91.2%
LiveBench Data Analysis76.5%
LiveBench Language78.6%
LiveBench Instruction Following74.3%
AA Intelligence Index47.539.6
AA-LCR83.7%79.0%
MMMU-Pro83.3%
AA-Omniscience27.127.2
GPQA Diamond (AA)90.4%
Humanity's Last Exam (AA)47.9%45.5%
SciCode (AA)57.6%57.4%
MMLU-Pro88.3%
IOI21.8%
LegalBench85.3%
CorpFin70.9%
TaxEval80.4%
Terminal-Bench 2.1 (Vals)69.7%
SWE-bench (Vals)86.6%
Vals Index57.0
CritPt30.9%17.7%
GDPval (AA)49.4%49.1%
τ²-Bench Banking (AA)34.9%
BioMysteryBench64.8%
Code Migration29.9%
Excel Modeling Benchmark57.0%
Finance Agent v260.6%
Harvey's Legal Agent Benchmark25.4%
Legal Research Bench43.8%
MedCode49.4%
MedScribe90.1%
MMMU-Pro (Vals)86.1%
MortgageTax65.4%
Public Benefits Bench68.5%
SAGE47.7%
SkillsBench53.0%
Terminal-Bench 4.0 (Vals)5.6%
Vibe Code Bench v1.179.1%
LMArena Creative Writing1452
LMArena Instruction Following1480
LMArena Multi-turn1520
LMArena Longer Queries1502
DeepSWE54.9%
LMCA48.4%
DTBench94.7%
GDP.pdf16.0%
FrontierSWE12.0%
Terminal-Bench 4.0 (AA)43.9%7.1%
Terminal-Bench 2.1 (AA)80.2%
AutomationBench61.6%
GDP.pdf24.8%
MLCR16.1%
AA-Omniscience: accuracy54.5%45.4%
AA-Omniscience: non-hallucination39.9%66.7%
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 1.2: questions

Is GPT-6 Sol better than Muse Spark 1.2?
GPT-6 Sol (max) leads on quality: 67.7 vs 63.6. 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 1.2?
Muse Spark 1.2 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 1.2?
Muse Spark 1.2 streams faster: 173 against 126 output tokens per second.
Which has the larger context window?
GPT-6 Sol accepts more context: 1.1M against 1.0M tokens.