Model comparison

GPT-5.5 Instant vs Step 3

GPT-5.5 Instant is the stronger model overall, scoring 42.7 to 40.5 on the Noometry Index.

Last verified . 16 shared benchmarks.

GPT-5.5 Instant OpenAI

42.7

Rank #110 Confirmed

Step 3 StepFun

40.5

Rank #149 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 36.8.
  • 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 Index42.740.5
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: 44.3 (#74), Step 3: 40.1 (#147)

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

Reasoning Step 3 leads

GPT-5.5 Instant: 24.9 (#155), Step 3: 28.4 (#105)

Reasoning benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Hard Prompts14261355
Kagi LLM Benchmark—62.3%
CritPt0%—
Chess Puzzles12%—
Epoch Capabilities Index142.52—

Math Step 3 leads

GPT-5.5 Instant: 26.5 (#259), Step 3: 37.6 (#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 (#74), Step 3: 36.8 (#164)

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

Multimodal GPT-5.5 Instant leads

GPT-5.5 Instant: 40.0 (#52), Step 3: 35.5 (#86)

Multimodal benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Vision12501177
LMArena Document1403—

Multilingual GPT-5.5 Instant leads

GPT-5.5 Instant: 52.8 (#80), Step 3: 46.3 (#159)

Multilingual benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Non-English14171327
LMArena Chinese14561397
LMArena German14111371
LMArena Korean13921269
LMArena Russian14311331
LMArena Spanish14291371
LMArena French1428—
LMArena Japanese1408—

Instruction Following GPT-5.5 Instant leads

GPT-5.5 Instant: 74.2 (#100), Step 3: 70.4 (#164)

Instruction Following benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Instruction Following14061332

Long Context GPT-5.5 Instant leads

GPT-5.5 Instant: 43.4 (#96), Step 3: 40.3 (#157)

Long Context benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Longer Query14221326

Writing & Preference GPT-5.5 Instant leads

GPT-5.5 Instant: 61.8 (#85), Step 3: 54.3 (#151)

Writing & Preference benchmarks
BenchmarkGPT-5.5 InstantStep 3
LMArena Text14191350
LMArena Creative Writing14191321
LMArena Multi-Turn14331341

Frequently asked questions

Is GPT-5.5 Instant better than Step 3?

GPT-5.5 Instant is the stronger model overall, scoring 42.7 to 40.5 on the Noometry Index.

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

GPT-5.5 Instant scores higher on coding benchmarks: 44.3 versus 40.1 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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