# GPT-6.1 Sol vs Grok 4.6

> Grok 4.6 has enough public results to be ranked (#19); GPT-6.1 Sol does not yet, so treat this comparison as directional.

- Canonical page: https://noometry.com/compare/gpt-6-1-sol-vs-grok-4-6
- Last updated: 2026-10-10
- Shared benchmarks: 2

## Summary

- They share 2 benchmarks with published results for both. GPT-6.1 Sol scores higher in 0 categories and Grok 4.6 in 2 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in coding, where Grok 4.6 leads 58.0 to 51.4.
- The biggest single-benchmark swing is GDP.pdf: 32% for GPT-6.1 Sol and 17.2% for Grok 4.6.
- Grok 4.6 is cheaper at $2 / $6 per million input/output tokens, against $2 / $10 for GPT-6.1 Sol.
- GPT-6.1 Sol accepts more context: 1.05M tokens versus 500K.

## Snapshot

| | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| Provider | OpenAI | xAI |
| Noometry Index | 42.1 | 56.8 |
| Rank | — | 19 |
| Context | 1.05M | 500K |
| Input $/M | $2 | $2 |
| Output $/M | $10 | $6 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-6.1 Sol: 51.4
- Grok 4.6: 58.0 (#14)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| DeepSWE | 75.2% | 67.5% |
| FrontierCode | — | 48% |
| CursorBench | — | 41.4% |
| LMArena WebDev | — | 1620 |
| FrontierSWE | — | 25.3% |
| SciCode | — | 56.5% |
| WeirdML | — | 67.3% |
| LMArena Coding | — | 1464 |
| ALE-Bench | — | 1,508 |

## Agentic & Tool Use

- GPT-6.1 Sol: 34.3
- Grok 4.6: 39.4 (#25)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| GDP.pdf | 32% | 17.2% |
| APEX-Agents | — | 65.3% |
| Vending-Bench 2 | — | 9,047 |

## Reasoning

- GPT-6.1 Sol: —
- Grok 4.6: 61.3 (#18)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| ARC-AGI-2 | — | 67.1% |
| SimpleBench | — | 75.9% |
| NYT Connections (extended) | — | 80% |
| ARC-AGI-1 | — | 87.5% |
| CritPt | — | 19.7% |
| Chess Puzzles | — | 40% |
| EBR-Bench | — | 30.5% |
| LMArena Hard Prompts | — | 1445 |
| Mystery Game Puzzles | — | 34% |
| DTBench | — | 97.3% |
| LMCA | — | 48.5% |
| Epoch Capabilities Index | — | 156.48 |

## Math

- GPT-6.1 Sol: —
- Grok 4.6: 66.8 (#19)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 66% |
| FrontierMath Tier 4 | — | 31.7% |
| OTIS Mock AIME 2024-2025 | — | 99.2% |
| ProofBench | — | 51% |
| LMArena Math | — | 1416 |

## Knowledge

- GPT-6.1 Sol: —
- Grok 4.6: 63.3 (#18)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| GPQA Diamond | — | 94% |
| SimpleQA Verified | — | 49.3% |
| LMArena Expert | — | 1463 |

## Multimodal

- GPT-6.1 Sol: —
- Grok 4.6: 43.9 (#18)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| LMArena Vision | — | 1265 |
| Blueprint-Bench 2 | — | 33.2% |
| Furniture Assembly | — | 40% |
| LMArena Document | — | 1452 |

## Multilingual

- GPT-6.1 Sol: —
- Grok 4.6: 53.3 (#67)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| LMArena Non-English | — | 1422 |
| LMArena Chinese | — | 1479 |
| LMArena French | — | 1458 |
| LMArena German | — | 1425 |
| LMArena Japanese | — | 1383 |
| LMArena Korean | — | 1395 |
| LMArena Russian | — | 1427 |
| LMArena Spanish | — | 1408 |

## Instruction Following

- GPT-6.1 Sol: —
- Grok 4.6: 75.6 (#59)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| LMArena Instruction Following | — | 1431 |

## Long Context

- GPT-6.1 Sol: —
- Grok 4.6: 44.4 (#62)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| LMArena Longer Query | — | 1453 |

## Writing & Preference

- GPT-6.1 Sol: —
- Grok 4.6: 62.5 (#77)

| Benchmark | GPT-6.1 Sol | Grok 4.6 |
|---|---|---|
| LMArena Text | — | 1427 |
| LMArena Creative Writing | — | 1430 |
| LMArena Multi-Turn | — | 1422 |

## FAQ

### Is GPT-6.1 Sol better than Grok 4.6?

Grok 4.6 has enough public results to be ranked (#19); GPT-6.1 Sol does not yet, so treat this comparison as directional.

### Which is cheaper, GPT-6.1 Sol or Grok 4.6?

Grok 4.6 is cheaper. It lists at $2 per million input tokens and $6 per million output tokens; GPT-6.1 Sol lists at $2 and $10.

### Is GPT-6.1 Sol or Grok 4.6 better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.0 versus 51.4 in the Noometry coding category.

### Which has the bigger context window?

GPT-6.1 Sol does, with 1.05M tokens against 500K.

### How many benchmarks do GPT-6.1 Sol and Grok 4.6 share?

2 benchmarks have published results for both models. GPT-6.1 Sol has 2 scored results on Noometry and Grok 4.6 has 49.