B.O.B. Leaderboard

Anthropicreleased 1 Sep 2026

Claude Fable 5.1

#3 of 9533 of 46 benchmarksConsistent

91.6

B.O.B.

Category profile

  • Real use (hard to game)2×95
  • Reasoning & knowledge89
  • Math94
  • Coding92
  • Agents & real work82
  • Independent indexes94

Reality check

Lab tests

89

Real use (7 tests)

95

Lab tests and real-use tests agree. It does 6 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)

$10.00 in · $50.00 out

Cost per task on the AA index

$7.63

Output speed (Artificial Analysis)

71 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 95
LiveBench 2.0 (real-work suites)as claude-fable-5.188.8%
100%of 39
LiveBench / Abacus.AI
EQ-Bench Creative Writingas claude-fable-5-12162
98%of 46
Sam Paech (open source)
LMArena Agent Arenaas Claude Fable 5.1 (Max)0.143
96%of 50
LMArena (real agent sessions)
LMArena WebDevas claude-fable-5.1-max1743
95%of 82
LMArena (blind human votes)
BridgeBench (overall)as Claude Fable 5.1689
93%of 29
BridgeMind
Vals Indexas anthropic/claude-fable-5-165.8%
93%of 42
Vals AI (private test sets)
LMArena Textas claude-fable-5.1-max1501
92%of 80
LMArena (blind human votes)
Reasoning & knowledge · Reasoning 89
CritPt (physics research)as claude-fable-5-1_xhigh31.1%
94%of 89
Epoch AI Benchmarking Hub
Humanity's Last Examas claude-fable-5-1_xhigh46.5%
92%of 13
Epoch AI Benchmarking Hub
SimpleQA Verifiedas claude-fable-5-1_max70.8%
91%of 57
Epoch AI Benchmarking Hub
Blueprint-Bench 2as claude-fable-5-1_unknown41.9%
90%of 31
Epoch AI Benchmarking Hub
ARC-AGI-2as claude-fable-5-1_max90.0%
88%of 44
Epoch AI Benchmarking Hub
Mystery Game Puzzlesas claude-fable-5-1_max58.0%
88%of 57
Epoch AI Benchmarking Hub
Chess Puzzlesas claude-fable-5-1_max48.0%
78%of 73
Epoch AI Benchmarking Hub
Math · Math 94
ProofBenchas claude-fable-5-1_max100.0%
99%of 68
Epoch AI Benchmarking Hub
FrontierMath Tiers 1-3as claude-fable-5-1_max90.2%
95%of 60
Epoch AI Benchmarking Hub
OTIS Mock AIMEas claude-fable-5-1_max100.0%
94%of 73
Epoch AI Benchmarking Hub
FrontierMath Tier 4as claude-fable-5-1_max87.8%
90%of 52
Epoch AI Benchmarking Hub
Coding · Coding 92
GSO (code optimisation)as claude-fable-5-1_unknown88.2%
100%of 11
Epoch AI Benchmarking Hub
SciCodeas claude-fable-5-1_max63.1%
99%of 86
Epoch AI Benchmarking Hub
WeirdMLas claude-fable-5-1_max92.9%
96%of 52
Epoch AI Benchmarking Hub
ALE-Benchas claude-fable-5-1_high2143.2%
91%of 71
Epoch AI Benchmarking Hub
FrontierCodeas claude-fable-5-1_medium50.9%
89%of 45
Epoch AI Benchmarking Hub
FrontierSWEas claude-fable-5-1_max56.3%
84%of 20
Epoch AI Benchmarking Hub
CursorBenchas claude-fable-5-1_max51.8%
81%of 17
Epoch AI Benchmarking Hub
Agents & real work · Agents 82
LMCAas claude-fable-5-1_unknown65.5%
99%of 67
Epoch AI Benchmarking Hub
DTBenchas claude-fable-5-1_unknown97.6%
96%of 67
Epoch AI Benchmarking Hub
APEX-Agentsas claude-fable-5-1_unknown68.6%
94%of 48
Epoch AI Benchmarking Hub
GDP.pdfas claude-fable-5-1_high29.6%
81%of 37
Epoch AI Benchmarking Hub
Remote Labor Indexas claude-fable-5-1_unknown17.9%
75%of 9
Epoch AI Benchmarking Hub
Vending-Bench 2as claude-fable-5-1_unknown5421.6%
46%of 47
Epoch AI Benchmarking Hub
Independent indexes · Indexes 94
Epoch Capabilities Indexas Claude Fable 5.1164.7
96%of 81
Epoch AI
Artificial Analysis Intelligence Indexas Claude Fable 5.1 (max with fallback)53
93%of 54
Artificial Analysis