BenchLeader

Agnes 3.0 Flash vs Muse Spark 1.1

Verdict
  • Muse Spark 1.1 leads on quality: 65.2 vs 62.3.
  • Agnes 3.0 Flash is stronger in agents & tools, composite, long context, reasoning.
  • Muse Spark 1.1 is stronger in knowledge, coding, human preference, instruction following, maths, multimodal.
  • Agnes 3.0 Flash is 27× cheaper ($0.075 vs $2.00 per 1M blended).
MetricAgnes 3.0 FlashMuse Spark 1.1
BenchLeader Index62.365.2
Agents & tools score76.862.6
Composite score74.0
Knowledge score59.170.5
Long context score67.0
Reasoning score71.169.2
Coding score68.0
Human preference score66.2
Instruction following score77.8
Maths score62.7
Multimodal score64.8
Blended price $/M$0.075$2.00
Output speed210 tok/s
Time to first answer2.9 s
Context window1M1.0M
SimpleQA Verified57.8%
SciCode58.2%
APEX-Agents41.9%
ProofBench39.0%
Epoch Capabilities Index154.6
LMArena Text1493
LMArena Hard Prompts1513
LMArena Coding1531
LMArena WebDev1542
LMArena Vision1294
LMArena Agent-3
AA Intelligence Index35.5
AA-LCR81.0%
AA-Omniscience-10.6
GPQA Diamond (AA)92.4%
Humanity's Last Exam (AA)38.5%
SciCode (AA)51.6%
SWE-Bench Pro61.5%
MCP Atlas88.1%
MultiChallenge75.3%
PRBench Finance55.0%
PRBench Legal57.0%
MultiNRC65.6%
EQ-Bench 41260
CritPt15.1%
GDPval (AA)53.7%
τ²-Bench Banking (AA)47.6%
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%

Data as of 2026-09-19. Best configuration of each model; every score links to its source on the model pages.

Agnes 3.0 Flash vs Muse Spark 1.1: questions

Is Agnes 3.0 Flash better than Muse Spark 1.1?
Muse Spark 1.1 leads on quality: 65.2 vs 62.3. The BenchLeader Index combines every independent quality benchmark; Muse Spark 1.1 is ahead overall as of 2026-09-19, but check the category scores for your use.
Is Agnes 3.0 Flash better than Muse Spark 1.1 for agentic tasks?
Agnes 3.0 Flash scores higher in agentic tasks (77 vs 63 on the category index, where 50 is average).
Which is cheaper, Agnes 3.0 Flash or Muse Spark 1.1?
Agnes 3.0 Flash is cheaper: $0.075 against $2.00 per million tokens, blended at three input tokens per output token.
Which has the larger context window?
Muse Spark 1.1 accepts more context: 1.0M against 1M tokens.