# GPT-5.2 Pro vs Step 3

> GPT-5.2 Pro is the stronger model overall, scoring 52.3 to 40.5 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gpt-5-2-pro-vs-step-3
- Last updated: 2026-10-11
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where GPT-5.2 Pro leads 65.3 to 37.6.
- Step 3 has downloadable open weights; the other is API-only.

## Snapshot

| | GPT-5.2 Pro | Step 3 |
|---|---|---|
| Provider | OpenAI | StepFun |
| Noometry Index | 52.3 | 40.5 |
| Rank | 39 | 149 |
| Context | 400K | — |
| Input $/M | $21 | — |
| Output $/M | $168 | — |
| Weights | Proprietary | Open |

## Coding

- GPT-5.2 Pro: —
- Step 3: 40.1 (#147)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Coding | — | 1367 |

## Reasoning

- GPT-5.2 Pro: 51.5 (#33)
- Step 3: 28.4 (#105)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| ARC-AGI-2 | 54.2% | — |
| SimpleBench | 57.4% | — |
| Kagi LLM Benchmark | — | 62.3% |
| NYT Connections (extended) | 79.3% | — |
| ARC-AGI-1 | 90.5% | — |
| LMArena Hard Prompts | — | 1355 |
| Epoch Capabilities Index | 155.4 | — |

## Math

- GPT-5.2 Pro: 65.3 (#29)
- Step 3: 37.6 (#148)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 74% | — |
| FrontierMath Tier 4 | 46% | — |
| LMArena Math | — | 1366 |
| FrontierMath Tier 4 (v1) | 31.3% | — |

## Knowledge

- GPT-5.2 Pro: —
- Step 3: 36.8 (#164)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Expert | — | 1333 |

## Multimodal

- GPT-5.2 Pro: —
- Step 3: 35.5 (#86)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Vision | — | 1177 |

## Multilingual

- GPT-5.2 Pro: —
- Step 3: 46.3 (#159)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Non-English | — | 1327 |
| LMArena Chinese | — | 1397 |
| LMArena German | — | 1371 |
| LMArena Korean | — | 1269 |
| LMArena Russian | — | 1331 |
| LMArena Spanish | — | 1371 |

## Instruction Following

- GPT-5.2 Pro: —
- Step 3: 70.4 (#164)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Instruction Following | — | 1332 |

## Long Context

- GPT-5.2 Pro: —
- Step 3: 40.3 (#157)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Longer Query | — | 1326 |

## Writing & Preference

- GPT-5.2 Pro: —
- Step 3: 54.3 (#151)

| Benchmark | GPT-5.2 Pro | Step 3 |
|---|---|---|
| LMArena Text | — | 1350 |
| LMArena Creative Writing | — | 1321 |
| LMArena Multi-Turn | — | 1341 |

## FAQ

### Is GPT-5.2 Pro better than Step 3?

GPT-5.2 Pro is the stronger model overall, scoring 52.3 to 40.5 on the Noometry Index.

### How many benchmarks do GPT-5.2 Pro and Step 3 share?

0 benchmarks have published results for both models. GPT-5.2 Pro has 8 scored results on Noometry and Step 3 has 17.