B.O.B. Leaderboard

Meta AIreleased 2 Sep 2026

Muse Spark 1.3

#15 of 9523 of 46 benchmarksConsistent

71.2

B.O.B.

Category profile

  • Real use (hard to game)2×74
  • Reasoning & knowledge60
  • Math69
  • Coding64
  • Agents & real work77
  • Independent indexes80

Reality check

Lab tests

68

Real use (6 tests)

74

Lab tests and real-use tests agree. It does 7 points better on tests that are hard to train for than on the usual lab tests.

What counts as real use

Price per 1M tokens (OpenRouter)

$1.25 in · $4.25 out

Cost per task on the AA index

$1.60

Output speed (Artificial Analysis)

128 tok/s

§Receipts

Every benchmark result

“Beats” = the share of tracked models this one beat on that test. The raw score is its best reported setting.

BenchmarkRawBeatsSource
Real use (hard to game) · Real use 74
LMArena WebDevas muse-spark-1.3-max1659
89%of 82
LMArena (blind human votes)
LMArena Textas muse-spark-1.3-max1494
89%of 80
LMArena (blind human votes)
EQ-Bench Creative Writingas muse-spark-1.31906
73%of 46
Sam Paech (open source)
BridgeBench (overall)as Muse Spark 1.3606
71%of 29
BridgeMind
LMArena Agent Arenaas Muse Spark 1.3 (Max)0.035
71%of 50
LMArena (real agent sessions)
LiveBench 2.0 (real-work suites)as muse-spark-1.371.0%
51%of 39
LiveBench / Abacus.AI
Reasoning & knowledge · Reasoning 60
CritPt (physics research)as muse-spark-1.3_xhigh26.0%
82%of 89
Epoch AI Benchmarking Hub
Chess Puzzlesas muse-spark-1.3_max37.0%
56%of 73
Epoch AI Benchmarking Hub
Mystery Game Puzzlesas muse-spark-1.3_max25.0%
44%of 57
Epoch AI Benchmarking Hub
Math · Math 69
OTIS Mock AIMEas muse-spark-1.3_xhigh99.2%
83%of 73
Epoch AI Benchmarking Hub
ProofBenchas muse-spark-1.3_max58.0%
67%of 68
Epoch AI Benchmarking Hub
FrontierMath Tiers 1-3as muse-spark-1.3_xhigh74.4%
66%of 60
Epoch AI Benchmarking Hub
FrontierMath Tier 4as muse-spark-1.3_max46.3%
59%of 52
Epoch AI Benchmarking Hub
Coding · Coding 64
SciCodeas muse-spark-1.3_xhigh59.7%
91%of 86
Epoch AI Benchmarking Hub
ALE-Benchas muse-spark-1.3_xhigh1688.3%
84%of 71
Epoch AI Benchmarking Hub
CursorBenchas muse-spark-1.3_max41.6%
44%of 17
Epoch AI Benchmarking Hub
FrontierSWEas muse-spark-1.3_max25.8%
37%of 20
Epoch AI Benchmarking Hub
Agents & real work · Agents 77
DTBenchas muse-spark-1.3_unknown96.5%
86%of 67
Epoch AI Benchmarking Hub
LMCAas muse-spark-1.3_unknown53.9%
79%of 67
Epoch AI Benchmarking Hub
GDP.pdfas muse-spark-1.3_unknown27.6%
75%of 37
Epoch AI Benchmarking Hub
APEX-Agentsas muse-spark-1.3_unknown57.8%
70%of 48
Epoch AI Benchmarking Hub
Independent indexes · Indexes 80
Artificial Analysis Intelligence Indexas Muse Spark 1.3 (max)48
85%of 54
Artificial Analysis
Epoch Capabilities Indexas Muse Spark 1.3156.8
74%of 81
Epoch AI