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← Overall ranking

Clef

Cloudflare · cloudflare/clef · added 20 Oct 2026

Clef by Cloudflare ranks #6 of 12 AI decision models overall on DecisionBench: #6 of 12 on Sudoku, #8 of 12 on Triage, #4 of 12 on Robustness. View on OpenRouter.

Overall
#6 of 12
Average rank
6.0
Sudoku
#6 of 12
Triage
#8 of 12
Robustness
#4 of 12

Sudoku Logical reasoning

Leaderboard →
Rank
#6 of 12
Accuracy
80.0%
Solved
20/20
Mistakes / puzzle
12.6
Solve time / puzzle
23s
Cost / puzzle
$0.0101

By difficulty

DifficultyRankAccuracySolvedMistakesSolve timeCost
Easy#590.3%5/54.411s$0.004689
Medium#682.5%5/510.432s$0.0139
Hard#379.6%5/513.822s$0.0103
Expert#872.6%5/521.629s$0.0113
Every race (20)
PuzzleMistakesCallsSolve timeCostStatus
easy-012159.6s$0.005031Solved
easy-0291913s$0.006169Solved
easy-0341611s$0.005173Solved
easy-0431610s$0.003544Solved
easy-0541610s$0.003528Solved
medium-01152821s$0.008855Solved
medium-02102418s$0.007552Solved
medium-0351937s$0.0149Solved
medium-04183059s$0.0295Solved
medium-0542025s$0.008838Solved
hard-01173124s$0.009269Solved
hard-0292520s$0.009525Solved
hard-0392319s$0.0108Solved
hard-04173124s$0.0105Solved
hard-05173123s$0.0115Solved
expert-01314333s$0.0151Solved
expert-02193326s$0.0103Solved
expert-03243832s$0.0131Solved
expert-04213530s$0.009962Solved
expert-05132822s$0.007962Solved

Triage Following written rules

Leaderboard →
Rank
#8 of 12
Accuracy
87.2%
Team
100.0%
Refund
96.7%
Urgency
65.0%
Confidence gap
0.057

60 tickets · 4.3% of mistakes made while at least 90% sure · $0.0451 per 1,000 tickets

Robustness Consistency under pressure

Leaderboard →
Rank
#4 of 12
Score
99.5%
Same if re-asked
99.2%
Changed by reorder
0.0%
In a list of 40
87% / 85%
Obeyed planted text
1.7%

20 tickets × 6 checks · changed by rename 0.0% · accuracy with planted text 85.0%