Model comparison

GPT-5.5 Instant vs Step 3

GPT-5.5 Instant is the stronger model overall, scoring 42.5 to 39.9 on the Noometry Index.

Last verified . 16 shared benchmarks.

GPT-5.5 Instant OpenAI

42.5

Rank #99 Confirmed

Step 3 StepFun

39.9

Rank #145 Confirmed

Summary

  • They share 16 benchmarks with published results for both. GPT-5.5 Instant scores higher in 7 categories and Step 3 in 2 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GPT-5.5 Instant leads 48.9 to 36.2.
  • Step 3 has downloadable open weights; the other is API-only.

Side by side

GPT-5.5 Instant and Step 3 specifications
GPT-5.5 InstantStep 3
ProviderOpenAIStepFun
Noometry Index42.539.9
Released2026-05-05—
WeightsProprietaryOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked2717

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Category by category

Coding GPT-5.5 Instant leads

GPT-5.5 Instant: 43.7 (#73), Step 3: 39.5 (#144)

Coding benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Coding14331367
SciCode48.6%—

Reasoning Step 3 leads

GPT-5.5 Instant: 24.2 (#149), Step 3: 27.6 (#102)

Reasoning benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Hard Prompts14261355
Kagi LLM Benchmark—62.3%
CritPt0%—
Chess Puzzles12%—
Epoch Capabilities Index142.48—

Math Step 3 leads

GPT-5.5 Instant: 26.1 (#241), Step 3: 34.9 (#148)

Math benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Math14201366
FrontierMath (Tiers 1-3)26.3%—
FrontierMath Tier 42.4%—
OTIS Mock AIME 2024-202568.1%—

Knowledge GPT-5.5 Instant leads

GPT-5.5 Instant: 48.9 (#68), Step 3: 36.2 (#161)

Knowledge benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Expert14091333
GPQA Diamond82.5%—

Multimodal GPT-5.5 Instant leads

GPT-5.5 Instant: 39.3 (#48), Step 3: 34.9 (#81)

Multimodal benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Vision12501176
LMArena Document1403—

Multilingual GPT-5.5 Instant leads

GPT-5.5 Instant: 53.0 (#76), Step 3: 46.5 (#154)

Multilingual benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Non-English14171327
LMArena Chinese14571396
LMArena German14101371
LMArena Korean13931271
LMArena Russian14301331
LMArena Spanish14301372
LMArena French1428—
LMArena Japanese1408—

Instruction Following GPT-5.5 Instant leads

GPT-5.5 Instant: 74.4 (#94), Step 3: 70.6 (#159)

Instruction Following benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Instruction Following14071332

Long Context GPT-5.5 Instant leads

GPT-5.5 Instant: 43.4 (#92), Step 3: 40.3 (#152)

Long Context benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Longer Query14221326

Writing & Preference GPT-5.5 Instant leads

GPT-5.5 Instant: 62.0 (#81), Step 3: 54.5 (#146)

Writing & Preference benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Text14191351
LMArena Creative Writing14201322
LMArena Multi-Turn14341340

Frequently asked questions

Is GPT-5.5 Instant better than Step 3?

GPT-5.5 Instant is the stronger model overall, scoring 42.5 to 39.9 on the Noometry Index.

Is GPT-5.5 Instant or Step 3 better for coding?

GPT-5.5 Instant scores higher on coding benchmarks: 43.7 versus 39.5 in the Noometry coding category.

How many benchmarks do GPT-5.5 Instant and Step 3 share?

16 benchmarks have published results for both models. GPT-5.5 Instant has 27 scored results on Noometry and Step 3 has 17.

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