Model comparison
GPT-5.1 vs Step 5 Preview
GPT-5.1 is the stronger model overall, scoring 49.0 to 47.9 on the Noometry Index. Step 5 Preview costs 2.4× less per token, which makes it the better buy when GPT-5.1's lead doesn't matter for your workload.
Last verified . 17 shared benchmarks.
StepFunSummary
- They share 17 benchmarks with published results for both. GPT-5.1 scores higher in 6 categories and Step 5 Preview in 3 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where GPT-5.1 leads 50.6 to 41.2.
- The biggest single-benchmark swing is CritPt: 4.9% for GPT-5.1 and 20.9% for Step 5 Preview.
- Step 5 Preview is cheaper at $1 / $2.70 per million input/output tokens, against $1.25 / $10 for GPT-5.1.
- Step 5 Preview accepts more context: 1.02M tokens versus 400K.
Side by side
| GPT-5.1 | Step 5 Preview | |
|---|---|---|
| Provider | OpenAI | StepFun |
| Noometry Index | 49.0 | 47.9 |
| Released | 2025-11-13 | 2026-09-16 |
| Weights | Proprietary | Proprietary |
| Context window | 400K | 1.02M |
| Max output | 128K | 66K |
| Input $ / M tokens | $1.25 | $1 |
| Output $ / M tokens | $10 | $2.70 |
| Results tracked | 63 | 18 |
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Category by category
Coding Step 5 Preview leads
GPT-5.1: 46.4 (#66), Step 5 Preview: 51.8 (#36)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena WebDev | 1395 | 1564 |
| SciCode | 43.3% | 58.9% |
| LMArena Coding | 1454 | 1480 |
| SWE-bench Verified | 68% | — |
| SWE-bench Verified (bash only) | 66% | — |
| GSO | 13.7% | — |
| WeirdML | 60.8% | — |
| LiveBench Coding | 72.5% | — |
| ALE-Bench | 1,192 | — |
Agentic & Tool Use Not comparable
GPT-5.1: 32.7 (#60), Step 5 Preview: —
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| Terminal-Bench | 47.6% | — |
| DeepResearch Bench | 42.8% | — |
| LMArena Search | 1199 | — |
| Vending-Bench 2 | 1,473 | — |
Reasoning Too close to call
GPT-5.1: 39.8 (#58), Step 5 Preview: 40.0 (#57)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| CritPt | 4.9% | 20.9% |
| LMArena Hard Prompts | 1457 | 1465 |
| ARC-AGI-2 | 17.6% | — |
| SimpleBench | 53.2% | — |
| ARC-AGI-1 | 72.8% | — |
| Chess Puzzles | 32% | — |
| EnigmaEval | 11.2% | — |
| LiveBench Reasoning | 95.8% | — |
| Mystery Game Puzzles | 19% | — |
| DTBench | 90.1% | — |
| LiveBench Data Analysis | 72.1% | — |
| LMCA | 43.9% | — |
| Epoch Capabilities Index | 149.64 | — |
| ForecastBench | 58.1 | — |
| LiveBench | 78.8% | — |
Math GPT-5.1 leads
GPT-5.1: 52.2 (#51), Step 5 Preview: 46.1 (#72)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Math | 1447 | 1470 |
| OTIS Mock AIME 2024-2025 | 88.6% | — |
| ProofBench | — | 42% |
| Omni-MATH | 46.4% | — |
| LiveBench Math | 94.5% | — |
| FrontierMath (Feb 2025 set) | 31% | — |
| FrontierMath Tier 4 (v1) | 12.5% | — |
Knowledge GPT-5.1 leads
GPT-5.1: 50.6 (#71), Step 5 Preview: 41.2 (#112)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Expert | 1470 | 1470 |
| GPQA Diamond | 87.6% | — |
| Humanity's Last Exam | 23.7% | — |
| SimpleQA Verified | 48% | — |
| MMLU-Pro | 57.9% | — |
| Vectara Hallucination Rate | 10.9% | — |
| GPQA (HELM) | 44.2% | — |
Multimodal GPT-5.1 leads
GPT-5.1: 44.8 (#19), Step 5 Preview: 41.0 (#41)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Vision | 1250 | 1267 |
| VPCT | 58.7% | — |
| LMArena Document | 1403 | — |
Multilingual Too close to call
GPT-5.1: 53.8 (#56), Step 5 Preview: 53.8 (#54)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Non-English | 1431 | 1432 |
| LMArena Chinese | 1495 | 1519 |
| LMArena Russian | 1435 | 1436 |
| LMArena Spanish | 1433 | 1439 |
| LMArena French | 1450 | — |
| LMArena German | 1438 | — |
| LMArena Japanese | 1453 | — |
| LMArena Korean | 1401 | — |
Instruction Following GPT-5.1 leads
GPT-5.1: 83.9 (#1), Step 5 Preview: 76.0 (#50)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Instruction Following | 1443 | 1444 |
| LiveBench Instruction Following | 93.3% | — |
| IFEval | 93.5% | — |
Long Context GPT-5.1 leads
GPT-5.1: 47.6 (#14), Step 5 Preview: 44.5 (#64)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Longer Query | 1447 | 1455 |
| CL-bench | 23.7% | — |
| CL-bench Life | 17.3% | — |
Writing & Preference GPT-5.1 leads
GPT-5.1: 64.5 (#55), Step 5 Preview: 62.8 (#71)
| Benchmark | GPT-5.1 | Step 5 Preview |
|---|---|---|
| LMArena Text | 1443 | 1442 |
| LMArena Creative Writing | 1427 | 1410 |
| LMArena Multi-Turn | 1450 | 1447 |
| WildBench | 86.3% | — |
| LiveBench Language | 80.2% | — |
Frequently asked questions
Is GPT-5.1 better than Step 5 Preview?
GPT-5.1 is the stronger model overall, scoring 49.0 to 47.9 on the Noometry Index. Step 5 Preview costs 2.4× less per token, which makes it the better buy when GPT-5.1's lead doesn't matter for your workload.
Which is cheaper, GPT-5.1 or Step 5 Preview?
Step 5 Preview is cheaper. It lists at $1 per million input tokens and $2.70 per million output tokens; GPT-5.1 lists at $1.25 and $10.
Is GPT-5.1 or Step 5 Preview better for coding?
Step 5 Preview scores higher on coding benchmarks: 51.8 versus 46.4 in the Noometry coding category.
Which has the bigger context window?
Step 5 Preview does, with 1.02M tokens against 400K.
How many benchmarks do GPT-5.1 and Step 5 Preview share?
17 benchmarks have published results for both models. GPT-5.1 has 63 scored results on Noometry and Step 5 Preview has 18.