B.O.B. Leaderboard

StepFunreleased 18 Sep 2026

Step 5 Preview

#26 of 959 of 46 benchmarksBenchmaxxed?

61.6

B.O.B.

Category profile

  • Real use (hard to game)2×43
  • Reasoning & knowledge75
  • Math46
  • Coding87
  • Agents & real work—
  • Independent indexes75

Reality check

Lab tests

70

Real use (5 tests)

43

Scores much higher on lab tests than on real-use tests. It does 26 points better on the usual lab tests than on tests that are hard to train for.

What counts as real use

Price per 1M tokens (OpenRouter)

$1.00 in · $2.70 out

Cost per task on the AA index

$1.03

Output speed (Artificial Analysis)

91 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 43
LMArena WebDevas step-5-preview-high1564
62%of 82
LMArena (blind human votes)
BridgeBench (overall)as Step 5 Preview572
57%of 29
BridgeMind
LMArena Textas Step 5 Preview1446
33%of 80
LMArena (blind human votes)
LMArena Agent Arenaas Step 5 Preview-0.016
33%of 50
LMArena (real agent sessions)
Vals Indexas stepfun/step-5-preview49.4%
32%of 42
Vals AI (private test sets)
Reasoning & knowledge · Reasoning 75
CritPt (physics research)as step-5-preview_unknown20.9%
75%of 89
Epoch AI Benchmarking Hub
Math · Math 46
ProofBenchas step-5-preview_unknown42.0%
46%of 68
Epoch AI Benchmarking Hub
Coding · Coding 87
SciCodeas step-5-preview_unknown58.9%
87%of 86
Epoch AI Benchmarking Hub
Independent indexes · Indexes 75
Artificial Analysis Intelligence Indexas Step 5 Preview44
75%of 54
Artificial Analysis