# GPT-5.4 mini vs GPT-6.1 Sol

> GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 45.0 on the Noometry Index. GPT-5.4 mini costs 2.4× less per token, which makes it the better buy when GPT-6.1 Sol's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/gpt-5-4-mini-vs-gpt-6-1-sol
- Last updated: 2026-10-12
- Shared benchmarks: 29

## Summary

- They share 29 benchmarks with published results for both. GPT-5.4 mini scores higher in 1 category and GPT-6.1 Sol in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-6.1 Sol leads 81.9 to 30.4.
- The biggest single-benchmark swing is FrontierMath Tier 4: 9.8% for GPT-5.4 mini and 100% for GPT-6.1 Sol.
- GPT-5.4 mini is cheaper at $0.75 / $4.50 per million input/output tokens, against $2 / $10 for GPT-6.1 Sol.
- GPT-6.1 Sol accepts more context: 1.05M tokens versus 400K.

## Snapshot

| | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 45.0 | 65.6 |
| Rank | 76 | 6 |
| Context | 400K | 1.05M |
| Input $/M | $0.75 | $2 |
| Output $/M | $4.50 | $10 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.4 mini: 45.2 (#72)
- GPT-6.1 Sol: 63.2 (#8)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| FrontierCode | 27% | 50.2% |
| LMArena WebDev | 1397 | 1755 |
| SciCode | 49.9% | 55.8% |
| LMArena Coding | 1438 | 1487 |
| DeepSWE | — | 75.2% |
| WeirdML | 60.3% | — |
| ALE-Bench | 1,189 | — |

## Agentic & Tool Use

- GPT-5.4 mini: 29.9 (#81)
- GPT-6.1 Sol: 39.6 (#26)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| APEX-Agents | — | 60% |
| DeepResearch Bench | 36.3% | — |
| GDP.pdf | — | 32% |

## Reasoning

- GPT-5.4 mini: 30.4 (#85)
- GPT-6.1 Sol: 81.9 (#2)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| ARC-AGI-2 | 18.9% | 94.2% |
| NYT Connections (extended) | 61.8% | 95.5% |
| ARC-AGI-1 | 63.7% | 98.5% |
| CritPt | 10% | 31.7% |
| Chess Puzzles | 24% | 61% |
| LMArena Hard Prompts | 1424 | 1466 |
| Mystery Game Puzzles | 11% | 80% |
| Epoch Capabilities Index | 148.84 | 166.09 |
| Kagi LLM Benchmark | 37.9% | — |
| Thematic Generalization | 61.7% | — |
| EBR-Bench | — | 54.3% |
| DTBench | 80% | — |
| LMCA | 40.8% | — |
| ForecastBench | 57 | — |

## Math

- GPT-5.4 mini: 45.5 (#75)
- GPT-6.1 Sol: 93.7 (#1)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| FrontierMath (Tiers 1-3) | 51.2% | 93.7% |
| FrontierMath Tier 4 | 9.8% | 100% |
| OTIS Mock AIME 2024-2025 | 88.9% | 100% |
| ProofBench | 21% | 99% |
| LMArena Math | 1419 | 1464 |
| FrontierMath (Feb 2025 set) | 28.3% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |

## Knowledge

- GPT-5.4 mini: 51.5 (#67)
- GPT-6.1 Sol: 71.8 (#4)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| GPQA Diamond | 86.9% | 95.4% |
| SimpleQA Verified | 29.4% | 73.9% |
| LMArena Expert | 1435 | 1502 |
| Vectara Hallucination Rate | 5.5% | — |

## Multimodal

- GPT-5.4 mini: 39.7 (#56)
- GPT-6.1 Sol: 52.7 (#5)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| LMArena Vision | 1245 | 1288 |
| Furniture Assembly | — | 80% |

## Multilingual

- GPT-5.4 mini: 51.9 (#96)
- GPT-6.1 Sol: 54.3 (#46)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| LMArena Non-English | 1405 | 1438 |
| LMArena Chinese | 1446 | 1477 |
| LMArena Russian | 1417 | 1455 |
| LMArena French | 1440 | — |
| LMArena German | 1409 | — |
| LMArena Japanese | 1374 | — |
| LMArena Korean | 1368 | — |
| LMArena Spanish | 1405 | — |

## Instruction Following

- GPT-5.4 mini: 74.1 (#102)
- GPT-6.1 Sol: 77.0 (#29)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| LMArena Instruction Following | 1405 | 1468 |

## Long Context

- GPT-5.4 mini: 43.0 (#112)
- GPT-6.1 Sol: 44.9 (#54)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| LMArena Longer Query | 1407 | 1465 |

## Writing & Preference

- GPT-5.4 mini: 64.0 (#58)
- GPT-6.1 Sol: 63.6 (#63)

| Benchmark | GPT-5.4 mini | GPT-6.1 Sol |
|---|---|---|
| LMArena Text | 1412 | 1447 |
| LMArena Creative Writing | 1370 | 1432 |
| LMArena Multi-Turn | 1429 | 1449 |
| EQ-Bench Creative Writing | 1665 | — |

## FAQ

### Is GPT-5.4 mini better than GPT-6.1 Sol?

GPT-6.1 Sol is the stronger model overall, scoring 65.6 to 45.0 on the Noometry Index. GPT-5.4 mini costs 2.4× less per token, which makes it the better buy when GPT-6.1 Sol's lead doesn't matter for your workload.

### Which is cheaper, GPT-5.4 mini or GPT-6.1 Sol?

GPT-5.4 mini is cheaper. It lists at $0.75 per million input tokens and $4.50 per million output tokens; GPT-6.1 Sol lists at $2 and $10.

### Is GPT-5.4 mini or GPT-6.1 Sol better for coding?

GPT-6.1 Sol scores higher on coding benchmarks: 63.2 versus 45.2 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-5.4 mini and GPT-6.1 Sol share?

29 benchmarks have published results for both models. GPT-5.4 mini has 46 scored results on Noometry and GPT-6.1 Sol has 34.