Compare two models

Pick any two decision models to see where each ranks, which benchmarks and test items split them, and what each costs. The link updates as you pick, so you can share a comparison.

d1 Ultra ranks higher overall and finishes ahead in 98% of 1,000 reruns on redrawn test sets: a settled gap. Drex Max scores higher on 3 of 5 benchmarks, d1 Ultra on 2. How ranking works.

Benchmark by benchmark

Each benchmark's headline score and rank. Bars show the score relative to the field: 100 for the best model on that benchmark, 0 for the worst.

d1 UltraDrex Max
90#1Overall84#2
84.0%#2Sudoku78.9%#11
98.6%#2Rulebook99.4%#1
99.7%#2Consistency99.5%#3
54.3%#3Odds55.5%#2
99.7%#3Fairness99.8%#1

Test by test

Every puzzle, ticket and case both models answered, each scored on its benchmark's own measure. Most are level; the coloured ones are where they part ways. Hover one for both scores. Sudoku squares open that race's replay.

d1 Ultra scores higherDrex Max scores higherLevelMissing a result
Sudoku20 puzzles · d1 Ultra 16 · level 0 · Drex Max 4
Rulebook120 tickets · d1 Ultra 0 · level 117 · Drex Max 3
Consistency40 tickets · d1 Ultra 1 · level 38 · Drex Max 1
Odds60 cases · d1 Ultra 17 · level 27 · Drex Max 16
Fairness120 tickets · d1 Ultra 2 · level 47 · Drex Max 71

Cost and speed

Every model gets the same requests, so these compare like for like. Cost covers one run of all five benchmarks; speed is the median time to answer one request.

Cost, all benchmarks

d1 Ultra$0.0881
Drex Max$0.241

d1 Ultra is 2.7× cheaper.

Time per request

d1 Ultra0.29s
Drex Max0.51s

d1 Ultra is 1.8× faster.

Among every ranked model

Cost to run all five benchmarks · log scale · cheaper to the left
0255075100$0.05$0.1$0.2$0.5$1← cheaperCost to run all five benchmarksOverall scored1 UltraDrex Max
Best value: no model scores higher and is cheaper
Table view
Overall score, cost and speed per model
ModelOverall scoreCost to run all five benchmarksMedian time per request
d1 Ultrabest value90$0.08810.29s
Drex Max84$0.2410.51s
Decider v1.2best value76$0.05930.39s
Jev 1.1469$0.1480.25s
Clef63$0.2510.38s
Span-0262$0.09342.22s
Mercury Decide61$0.08870.45s
Decision-159$0.09650.40s
GPT-6 Luna Decisions58$0.4460.31s
Drex v2.058$0.1480.52s
Decider Flash v1.257$0.1180.39s
d1best value51$0.04370.30s
Tev1 4B Experimental47$0.6050.58s
Clef Omni46$0.6070.30s
Kev 4B41$0.1010.57s
Clef Flash41$0.1220.39s
Solar Decide Flash27$0.9890.98s
Classify-16$0.7920.53s

All of d1 Ultra's results →All of Drex Max's results →