# Seed 2.0 Pro vs GPT-5.2 Codex

> Seed 2.0 Pro and GPT-5.2 Codex score almost the same on the Noometry Index (42.5 vs 42.2), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/dola-seed-2-0-pro-vs-gpt-5-2-codex
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- Seed 2.0 Pro is cheaper at $0.50 / $3 per million input/output tokens, against $1.75 / $14 for GPT-5.2 Codex.
- GPT-5.2 Codex accepts more context: 400K tokens versus 256K.

## Snapshot

| | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| Provider | ByteDance Seed | OpenAI |
| Noometry Index | 42.5 | 42.2 |
| Rank | 97 | 107 |
| Context | 256K | 400K |
| Input $/M | $0.50 | $1.75 |
| Output $/M | $3 | $14 |
| Weights | Proprietary | Proprietary |

## Coding

- Seed 2.0 Pro: 42.9 (#84)
- GPT-5.2 Codex: 45.4 (#66)

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| SWE-bench Verified (bash only) | — | 72.8% |
| LMArena WebDev | — | 1339 |
| SWE-bench Multilingual | — | 66.3% |
| LMArena Coding | 1472 | — |
| ALE-Bench | — | 1,300 |

## Agentic & Tool Use

- Seed 2.0 Pro: —
- GPT-5.2 Codex: 40.7 (#20)

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| Terminal-Bench | — | 66.5% |

## Reasoning

- Seed 2.0 Pro: 23.1 (#167)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| NYT Connections (extended) | 28.4% | — |
| Thematic Generalization | 57.1% | — |
| LMArena Hard Prompts | 1453 | — |

## Math

- Seed 2.0 Pro: 36.5 (#110)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Math | 1440 | — |

## Knowledge

- Seed 2.0 Pro: 39.6 (#119)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Expert | 1440 | — |

## Multimodal

- Seed 2.0 Pro: 40.8 (#34)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Vision | 1275 | — |

## Multilingual

- Seed 2.0 Pro: 54.8 (#37)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Non-English | 1442 | — |
| LMArena Chinese | 1490 | — |
| LMArena French | 1470 | — |
| LMArena German | 1443 | — |
| LMArena Japanese | 1408 | — |
| LMArena Korean | 1412 | — |
| LMArena Russian | 1450 | — |
| LMArena Spanish | 1460 | — |

## Instruction Following

- Seed 2.0 Pro: 74.7 (#86)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Instruction Following | 1414 | — |

## Long Context

- Seed 2.0 Pro: 43.6 (#85)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Longer Query | 1428 | — |

## Writing & Preference

- Seed 2.0 Pro: 63.0 (#66)
- GPT-5.2 Codex: —

| Benchmark | Seed 2.0 Pro | GPT-5.2 Codex |
|---|---|---|
| LMArena Text | 1448 | — |
| LMArena Creative Writing | 1406 | — |
| LMArena Multi-Turn | 1441 | — |

## FAQ

### Is Seed 2.0 Pro better than GPT-5.2 Codex?

Seed 2.0 Pro and GPT-5.2 Codex score almost the same on the Noometry Index (42.5 vs 42.2), so choose on price, context window or the category you care about most.

### Which is cheaper, Seed 2.0 Pro or GPT-5.2 Codex?

Seed 2.0 Pro is cheaper. It lists at $0.50 per million input tokens and $3 per million output tokens; GPT-5.2 Codex lists at $1.75 and $14.

### Is Seed 2.0 Pro or GPT-5.2 Codex better for coding?

GPT-5.2 Codex scores higher on coding benchmarks: 45.4 versus 42.9 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.2 Codex does, with 400K tokens against 256K.

### How many benchmarks do Seed 2.0 Pro and GPT-5.2 Codex share?

0 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and GPT-5.2 Codex has 5.