Model comparison

o1-pro vs Step 3

Step 3 is the stronger model overall, scoring 40.5 to 31.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

o1-pro OpenAI

31.5

Rank #271 Reported

Step 3 StepFun

40.5

Rank #149 Confirmed

Summary

  • The widest gap is in reasoning, where Step 3 leads 28.4 to 20.4.
  • Step 3 has downloadable open weights; the other is API-only.

Side by side

o1-pro and Step 3 specifications
o1-proStep 3
ProviderOpenAIStepFun
Noometry Index31.540.5
Released2025-03-19—
WeightsProprietaryOpen
Context window200K—
Max output100K—
Input $ / M tokens$150—
Output $ / M tokens$600—
Results tracked317

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Category by category

Coding Not comparable

o1-pro: —, Step 3: 40.1 (#147)

Coding benchmarks
Benchmarko1-proStep 3
LMArena Coding—1367

Reasoning Step 3 leads

o1-pro: 20.4 (#239), Step 3: 28.4 (#105)

Reasoning benchmarks
Benchmarko1-proStep 3
Kagi LLM Benchmark—62.3%
ARC-AGI-123.3%—
EnigmaEval6.1%—
LMArena Hard Prompts—1355

Math Not comparable

o1-pro: —, Step 3: 37.6 (#148)

Math benchmarks
Benchmarko1-proStep 3
LMArena Math—1366

Knowledge Step 3 leads

o1-pro: 29.7 (#234), Step 3: 36.8 (#164)

Knowledge benchmarks
Benchmarko1-proStep 3
Humanity's Last Exam8.1%—
LMArena Expert—1333

Multimodal Not comparable

o1-pro: —, Step 3: 35.5 (#86)

Multimodal benchmarks
Benchmarko1-proStep 3
LMArena Vision—1177

Multilingual Not comparable

o1-pro: —, Step 3: 46.3 (#159)

Multilingual benchmarks
Benchmarko1-proStep 3
LMArena Non-English—1327
LMArena Chinese—1397
LMArena German—1371
LMArena Korean—1269
LMArena Russian—1331
LMArena Spanish—1371

Instruction Following Not comparable

o1-pro: —, Step 3: 70.4 (#164)

Instruction Following benchmarks
Benchmarko1-proStep 3
LMArena Instruction Following—1332

Long Context Not comparable

o1-pro: —, Step 3: 40.3 (#157)

Long Context benchmarks
Benchmarko1-proStep 3
LMArena Longer Query—1326

Writing & Preference Not comparable

o1-pro: —, Step 3: 54.3 (#151)

Writing & Preference benchmarks
Benchmarko1-proStep 3
LMArena Text—1350
LMArena Creative Writing—1321
LMArena Multi-Turn—1341

Frequently asked questions

Is o1-pro better than Step 3?

Step 3 is the stronger model overall, scoring 40.5 to 31.5 on the Noometry Index.

How many benchmarks do o1-pro and Step 3 share?

0 benchmarks have published results for both models. o1-pro has 3 scored results on Noometry and Step 3 has 17.

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