Model comparison

o1-pro vs Step 3.5 Flash

Step 3.5 Flash is the stronger model overall, scoring 42.3 to 31.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

o1-pro OpenAI

31.5

Rank #271 Reported

Step 3.5 Flash StepFun

42.3

Rank #116 Confirmed

Summary

  • The widest gap is in knowledge, where Step 3.5 Flash leads 39.6 to 29.7.
  • Step 3.5 Flash is cheaper at $0.10 / $0.30 per million input/output tokens, against $150 / $600 for o1-pro.
  • Step 3.5 Flash accepts more context: 256K tokens versus 200K.
  • Step 3.5 Flash has downloadable open weights; the other is API-only.

Side by side

o1-pro and Step 3.5 Flash specifications
o1-proStep 3.5 Flash
ProviderOpenAIStepFun
Noometry Index31.542.3
Released2025-03-192026-01-29
WeightsProprietaryOpen
Context window200K256K
Max output100K256K
Input $ / M tokens$150$0.10
Output $ / M tokens$600$0.30
Results tracked319

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Category by category

Coding Not comparable

o1-pro: —, Step 3.5 Flash: 42.4 (#105)

Coding benchmarks
Benchmarko1-proStep 3.5 Flash
LMArena Coding—1436

Reasoning Step 3.5 Flash leads

o1-pro: 20.4 (#239), Step 3.5 Flash: 22.2 (#202)

Reasoning benchmarks
Benchmarko1-proStep 3.5 Flash
NYT Connections (extended)—28.4%
ARC-AGI-123.3%—
EnigmaEval6.1%—
LMArena Hard Prompts—1411

Math Not comparable

o1-pro: —, Step 3.5 Flash: 42.6 (#84)

Math benchmarks
Benchmarko1-proStep 3.5 Flash
MathArena Final-Answer Competitions—66.8%
LMArena Math—1408

Knowledge Step 3.5 Flash leads

o1-pro: 29.7 (#234), Step 3.5 Flash: 39.6 (#132)

Knowledge benchmarks
Benchmarko1-proStep 3.5 Flash
Humanity's Last Exam8.1%—
LMArena Expert—1421

Multilingual Not comparable

o1-pro: —, Step 3.5 Flash: 50.5 (#119)

Multilingual benchmarks
Benchmarko1-proStep 3.5 Flash
LMArena Non-English—1385
LMArena Chinese—1447
LMArena French—1421
LMArena German—1405
LMArena Japanese—1354
LMArena Korean—1352
LMArena Russian—1385
LMArena Spanish—1419

Instruction Following Not comparable

o1-pro: —, Step 3.5 Flash: 73.1 (#124)

Instruction Following benchmarks
Benchmarko1-proStep 3.5 Flash
LMArena Instruction Following—1385

Long Context Not comparable

o1-pro: —, Step 3.5 Flash: 42.8 (#117)

Long Context benchmarks
Benchmarko1-proStep 3.5 Flash
LMArena Longer Query—1402

Writing & Preference Not comparable

o1-pro: —, Step 3.5 Flash: 58.8 (#113)

Writing & Preference benchmarks
Benchmarko1-proStep 3.5 Flash
LMArena Text—1403
LMArena Creative Writing—1357
LMArena Multi-Turn—1405

Frequently asked questions

Is o1-pro better than Step 3.5 Flash?

Step 3.5 Flash is the stronger model overall, scoring 42.3 to 31.5 on the Noometry Index.

Which is cheaper, o1-pro or Step 3.5 Flash?

Step 3.5 Flash is cheaper. It lists at $0.10 per million input tokens and $0.30 per million output tokens; o1-pro lists at $150 and $600.

Which has the bigger context window?

Step 3.5 Flash does, with 256K tokens against 200K.

How many benchmarks do o1-pro and Step 3.5 Flash share?

0 benchmarks have published results for both models. o1-pro has 3 scored results on Noometry and Step 3.5 Flash has 19.

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