# GPT-5.3 Codex vs GPT-6.1 Sol

> GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 45.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gpt-5-3-codex-vs-gpt-6-1-sol
- Last updated: 2026-10-12
- Shared benchmarks: 2

## Summary

- They share 2 benchmarks with published results for both. GPT-5.3 Codex scores higher in 1 category and GPT-6.1 Sol in 1 category; 2 gaps are clear of the uncertainty.
- The widest gap is in coding, where GPT-6.1 Sol leads 63.2 to 48.6.
- GPT-6.1 Sol is cheaper at $2 / $10 per million input/output tokens, against $1.75 / $14 for GPT-5.3 Codex.
- GPT-6.1 Sol accepts more context: 1.05M tokens versus 400K.

## Snapshot

| | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 45.8 | 65.6 |
| Rank | 69 | 6 |
| Context | 400K | 1.05M |
| Input $/M | $1.75 | $2 |
| Output $/M | $14 | $10 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.3 Codex: 48.6 (#56)
- GPT-6.1 Sol: 63.2 (#8)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| LMArena WebDev | 1409 | 1755 |
| SWE-bench Verified | 74.8% | — |
| DeepSWE | — | 75.2% |
| FrontierCode | — | 50.2% |
| SciCode | — | 55.8% |
| WeirdML | 79.3% | — |
| LMArena Coding | — | 1487 |
| ALE-Bench | 1,655 | — |

## Agentic & Tool Use

- GPT-5.3 Codex: 48.0 (#9)
- GPT-6.1 Sol: 39.6 (#26)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| Terminal-Bench | 78.4% | — |
| APEX-Agents | — | 60% |
| GDP.pdf | — | 32% |
| METR Time Horizons | 74.5% | — |
| Vending-Bench 2 | 5,940 | — |

## Reasoning

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 81.9 (#2)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| Epoch Capabilities Index | 156.77 | 166.09 |
| ARC-AGI-2 | — | 94.2% |
| NYT Connections (extended) | — | 95.5% |
| ARC-AGI-1 | — | 98.5% |
| CritPt | — | 31.7% |
| Chess Puzzles | — | 61% |
| EBR-Bench | — | 54.3% |
| LMArena Hard Prompts | — | 1466 |
| Mystery Game Puzzles | — | 80% |

## Math

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 93.7 (#1)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 93.7% |
| FrontierMath Tier 4 | — | 100% |
| OTIS Mock AIME 2024-2025 | — | 100% |
| ProofBench | — | 99% |
| LMArena Math | — | 1464 |

## Knowledge

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 71.8 (#4)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| GPQA Diamond | — | 95.4% |
| SimpleQA Verified | — | 73.9% |
| LMArena Expert | — | 1502 |

## Multimodal

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 52.7 (#5)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| LMArena Vision | — | 1288 |
| Furniture Assembly | — | 80% |

## Multilingual

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 54.3 (#46)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| LMArena Non-English | — | 1438 |
| LMArena Chinese | — | 1477 |
| LMArena Russian | — | 1455 |

## Instruction Following

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 77.0 (#29)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| LMArena Instruction Following | — | 1468 |

## Long Context

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 44.9 (#54)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| LMArena Longer Query | — | 1465 |

## Writing & Preference

- GPT-5.3 Codex: —
- GPT-6.1 Sol: 63.6 (#63)

| Benchmark | GPT-5.3 Codex | GPT-6.1 Sol |
|---|---|---|
| LMArena Text | — | 1447 |
| LMArena Creative Writing | — | 1432 |
| LMArena Multi-Turn | — | 1449 |

## FAQ

### Is GPT-5.3 Codex better than GPT-6.1 Sol?

GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 45.8 on the Noometry Index.

### Which is cheaper, GPT-5.3 Codex or GPT-6.1 Sol?

GPT-6.1 Sol is cheaper. It lists at $2 per million input tokens and $10 per million output tokens; GPT-5.3 Codex lists at $1.75 and $14.

### Is GPT-5.3 Codex or GPT-6.1 Sol better for coding?

GPT-6.1 Sol scores higher on coding benchmarks: 63.2 versus 48.6 in the Noometry coding category.

### Which has the bigger context window?

GPT-6.1 Sol does, with 1.05M tokens against 400K.

### How many benchmarks do GPT-5.3 Codex and GPT-6.1 Sol share?

2 benchmarks have published results for both models. GPT-5.3 Codex has 8 scored results on Noometry and GPT-6.1 Sol has 34.