# Chatgpt 4o Latest 20250326 vs GPT-6 Sol

> GPT-6 Sol is the stronger model overall, scoring 61.8 to 43.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/chatgpt-4o-vs-gpt-6-sol
- Last updated: 2026-10-10
- Shared benchmarks: 19

## Summary

- They share 19 benchmarks with published results for both. Chatgpt 4o Latest 20250326 scores higher in 2 categories and GPT-6 Sol in 7 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-6 Sol leads 87.2 to 38.6.

## Snapshot

| | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 43.8 | 61.8 |
| Rank | 82 | 12 |
| Context | — | 1.05M |
| Input $/M | — | $2 |
| Output $/M | — | $10 |
| Weights | Proprietary | Proprietary |

## Coding

- Chatgpt 4o Latest 20250326: 41.6 (#122)
- GPT-6 Sol: 60.1 (#11)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Coding | 1413 | 1447 |
| DeepSWE | — | 68.8% |
| FrontierCode | — | 49.3% |
| LMArena WebDev | — | 1688 |
| SciCode | — | 57.6% |
| ALE-Bench | — | 2,462 |

## Agentic & Tool Use

- Chatgpt 4o Latest 20250326: —
- GPT-6 Sol: 37.2 (#36)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| APEX-Agents | — | 54.3% |
| GDP.pdf | — | 26.4% |
| Vending-Bench 2 | — | 14,428 |

## Reasoning

- Chatgpt 4o Latest 20250326: 33.8 (#71)
- GPT-6 Sol: 74.0 (#9)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Hard Prompts | 1424 | 1418 |
| ARC-AGI-2 | — | 89.6% |
| Kagi LLM Benchmark | 75% | — |
| NYT Connections (extended) | — | 90.1% |
| ARC-AGI-1 | — | 95.5% |
| CritPt | — | 30.9% |
| EBR-Bench | — | 53.3% |
| Mystery Game Puzzles | — | 56% |
| DTBench | — | 97.3% |
| LMCA | — | 59.1% |
| Epoch Capabilities Index | — | 162.72 |

## Math

- Chatgpt 4o Latest 20250326: 38.6 (#134)
- GPT-6 Sol: 87.2 (#7)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Math | 1407 | 1402 |
| FrontierMath (Tiers 1-3) | — | 89.8% |
| FrontierMath Tier 4 | — | 90% |
| OTIS Mock AIME 2024-2025 | — | 100% |
| ProofBench | — | 83% |

## Knowledge

- Chatgpt 4o Latest 20250326: 39.2 (#137)
- GPT-6 Sol: 64.8 (#15)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Expert | 1401 | 1439 |
| GPQA Diamond | — | 94.3% |
| SimpleQA Verified | — | 60.7% |
| Confabulations | 16.6% | — |
| Vectara Hallucination Rate | — | 6.5% |

## Multimodal

- Chatgpt 4o Latest 20250326: 39.6 (#58)
- GPT-6 Sol: 47.6 (#10)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Vision | 1243 | 1245 |
| Blueprint-Bench 2 | — | 36.9% |
| Furniture Assembly | — | 58.3% |

## Multilingual

- Chatgpt 4o Latest 20250326: 52.9 (#76)
- GPT-6 Sol: 50.5 (#118)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Non-English | 1419 | 1385 |
| LMArena Chinese | 1457 | 1405 |
| LMArena French | 1446 | 1410 |
| LMArena German | 1423 | 1390 |
| LMArena Japanese | 1405 | 1385 |
| LMArena Korean | 1396 | 1341 |
| LMArena Russian | 1429 | 1401 |
| LMArena Spanish | 1434 | 1384 |

## Instruction Following

- Chatgpt 4o Latest 20250326: 74.0 (#107)
- GPT-6 Sol: 74.5 (#94)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Instruction Following | 1403 | 1412 |

## Long Context

- Chatgpt 4o Latest 20250326: 43.1 (#107)
- GPT-6 Sol: 43.1 (#108)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Longer Query | 1413 | 1411 |

## Writing & Preference

- Chatgpt 4o Latest 20250326: 62.6 (#72)
- GPT-6 Sol: 71.9 (#18)

| Benchmark | Chatgpt 4o Latest 20250326 | GPT-6 Sol |
|---|---|---|
| LMArena Text | 1429 | 1395 |
| LMArena Creative Writing | 1405 | 1378 |
| EQ-Bench Creative Writing | 1501 | 2125 |
| LMArena Multi-Turn | 1454 | 1412 |

## FAQ

### Is Chatgpt 4o Latest 20250326 better than GPT-6 Sol?

GPT-6 Sol is the stronger model overall, scoring 61.8 to 43.8 on the Noometry Index.

### Is Chatgpt 4o Latest 20250326 or GPT-6 Sol better for coding?

GPT-6 Sol scores higher on coding benchmarks: 60.1 versus 41.6 in the Noometry coding category.

### How many benchmarks do Chatgpt 4o Latest 20250326 and GPT-6 Sol share?

19 benchmarks have published results for both models. Chatgpt 4o Latest 20250326 has 21 scored results on Noometry and GPT-6 Sol has 45.