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.
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 | Step 3 | |
|---|---|---|
| Provider | OpenAI | StepFun |
| Noometry Index | 42.7 | 40.5 |
| Released | 2026-05-05 | — |
| Weights | Proprietary | Open |
| Context window | — | — |
| Max output | — | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 27 | 17 |
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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)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Coding | 1433 | 1367 |
| SciCode | 48.6% | — |
Reasoning Step 3 leads
GPT-5.5 Instant: 24.9 (#155), Step 3: 28.4 (#105)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Hard Prompts | 1426 | 1355 |
| Kagi LLM Benchmark | — | 62.3% |
| CritPt | 0% | — |
| Chess Puzzles | 12% | — |
| Epoch Capabilities Index | 142.52 | — |
Math Step 3 leads
GPT-5.5 Instant: 26.5 (#259), Step 3: 37.6 (#148)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Math | 1420 | 1366 |
| FrontierMath (Tiers 1-3) | 26.3% | — |
| FrontierMath Tier 4 | 2.4% | — |
| OTIS Mock AIME 2024-2025 | 68.1% | — |
Knowledge GPT-5.5 Instant leads
GPT-5.5 Instant: 48.9 (#74), Step 3: 36.8 (#164)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Expert | 1409 | 1333 |
| GPQA Diamond | 82.5% | — |
Multimodal GPT-5.5 Instant leads
GPT-5.5 Instant: 40.0 (#52), Step 3: 35.5 (#86)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Vision | 1250 | 1177 |
| LMArena Document | 1403 | — |
Multilingual GPT-5.5 Instant leads
GPT-5.5 Instant: 52.8 (#80), Step 3: 46.3 (#159)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Non-English | 1417 | 1327 |
| LMArena Chinese | 1456 | 1397 |
| LMArena German | 1411 | 1371 |
| LMArena Korean | 1392 | 1269 |
| LMArena Russian | 1431 | 1331 |
| LMArena Spanish | 1429 | 1371 |
| LMArena French | 1428 | — |
| LMArena Japanese | 1408 | — |
Instruction Following GPT-5.5 Instant leads
GPT-5.5 Instant: 74.2 (#100), Step 3: 70.4 (#164)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Instruction Following | 1406 | 1332 |
Long Context GPT-5.5 Instant leads
GPT-5.5 Instant: 43.4 (#96), Step 3: 40.3 (#157)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Longer Query | 1422 | 1326 |
Writing & Preference GPT-5.5 Instant leads
GPT-5.5 Instant: 61.8 (#85), Step 3: 54.3 (#151)
| Benchmark | GPT-5.5 Instant | Step 3 |
|---|---|---|
| LMArena Text | 1419 | 1350 |
| LMArena Creative Writing | 1419 | 1321 |
| LMArena Multi-Turn | 1433 | 1341 |
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.