BenchLeader

GPT-5.6 Luna vs Muse Spark 1.1

Verdict
  • Muse Spark 1.1 leads on quality: 65.0 vs 59.4.
  • GPT-5.6 Luna (xhigh) is stronger in composite, long context.
  • Muse Spark 1.1 is stronger in agents & tools, coding, human preference, knowledge, multimodal, reasoning, instruction following, maths.
  • GPT-5.6 Luna (xhigh) is 4.4× cheaper ($0.450 vs $2.00 per 1M blended).
  • Muse Spark 1.1 streams 1.8× faster (194 vs 107 tokens per second).
MetricGPT-5.6 Luna (xhigh)Muse Spark 1.1
BenchLeader Index59.465.0
Agents & tools score50.162.7
Coding score60.068.1
Composite score72.972.3
Human preference score65.066.3
Knowledge score59.073.2
Long context score67.465.4
Multimodal score61.665.0
Reasoning score53.969.2
Instruction following score77.8
Maths score52.2
Blended price $/M$0.450$2.00
Output speed107 tok/s194 tok/s
Time to first answer55.4 s2.6 s
Context window1M1.0M
SimpleQA Verified57.8%
SimpleBench46.8%
SciCode50.0%58.2%
APEX-Agents41.9%
ProofBench39.0%
Epoch Capabilities Index154.6
LMArena Text14531492
LMArena Hard Prompts14731511
LMArena Coding14971531
LMArena WebDev15201541
LMArena Vision12541293
LMArena Agent1.1-2.6
AA Intelligence Index34.834.3
AA-LCR81.7%77.7%
MMMU-Pro78.5%
AA-Omniscience-10.828.1
GPQA Diamond (AA)89.5%89.8%
Humanity's Last Exam (AA)37.0%46.2%
SciCode (AA)50.5%58.8%
SWE-Bench Pro61.5%
MCP Atlas88.1%
MultiChallenge75.3%
PRBench Finance55.0%
PRBench Legal57.0%
MultiNRC65.6%
EQ-Bench 41260
ARC-AGI-187.7%
ARC-AGI-247.6%
ARC-AGI-30.0%

Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.

GPT-5.6 Luna vs Muse Spark 1.1: questions

Is GPT-5.6 Luna better than Muse Spark 1.1?
Muse Spark 1.1 leads on quality: 65.0 vs 59.4. The BenchLeader Index combines every independent quality benchmark; Muse Spark 1.1 is ahead overall as of 2026-09-10, but check the category scores for your use.
Is GPT-5.6 Luna better than Muse Spark 1.1 for coding?
Muse Spark 1.1 scores higher in coding (68 vs 60 on the category index, where 50 is average).
Is GPT-5.6 Luna better than Muse Spark 1.1 for agentic tasks?
Muse Spark 1.1 scores higher in agentic tasks (63 vs 50 on the category index, where 50 is average).
Which is cheaper, GPT-5.6 Luna or Muse Spark 1.1?
GPT-5.6 Luna is cheaper: $0.450 against $2.00 per million tokens, blended at three input tokens per output token.
Which is faster, GPT-5.6 Luna or Muse Spark 1.1?
Muse Spark 1.1 streams faster: 194 against 107 output tokens per second.
Which has the larger context window?
Muse Spark 1.1 accepts more context: 1.0M against 1M tokens.