# GPT-5.4 mini vs Sonar

> GPT-5.4 mini is the stronger model overall, scoring 45.0 to 38.5 on the Noometry Index. Sonar costs 1.7× less per token, which makes it the better buy when GPT-5.4 mini's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/gpt-5-4-mini-vs-sonar
- Last updated: 2026-10-11
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where GPT-5.4 mini leads 45.5 to 33.7.
- Sonar is cheaper at $1 / $1 per million input/output tokens, against $0.75 / $4.50 for GPT-5.4 mini.
- GPT-5.4 mini accepts more context: 400K tokens versus 128K.

## Snapshot

| | GPT-5.4 mini | Sonar |
|---|---|---|
| Provider | OpenAI | Perplexity |
| Noometry Index | 45.0 | 38.5 |
| Rank | 76 | 187 |
| Context | 400K | 128K |
| Input $/M | $0.75 | $1 |
| Output $/M | $4.50 | $1 |
| Weights | Proprietary | Proprietary |

## Coding

- GPT-5.4 mini: 45.2 (#72)
- Sonar: 35.7 (#221)

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| FrontierCode | 27% | — |
| LMArena WebDev | 1397 | — |
| SciCode | 49.9% | — |
| WeirdML | 60.3% | — |
| LiveBench Coding | — | 35.1% |
| LMArena Coding | 1438 | — |
| ALE-Bench | 1,189 | — |

## Agentic & Tool Use

- GPT-5.4 mini: 29.9 (#81)
- Sonar: —

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| DeepResearch Bench | 36.3% | — |

## Reasoning

- GPT-5.4 mini: 30.4 (#85)
- Sonar: 21.1 (#227)

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| ARC-AGI-2 | 18.9% | — |
| Kagi LLM Benchmark | 37.9% | — |
| NYT Connections (extended) | 61.8% | — |
| ARC-AGI-1 | 63.7% | — |
| CritPt | 10% | — |
| Chess Puzzles | 24% | — |
| Thematic Generalization | 61.7% | — |
| LiveBench Reasoning | — | 46.3% |
| LMArena Hard Prompts | 1424 | — |
| Mystery Game Puzzles | 11% | — |
| DTBench | 80% | — |
| LiveBench Data Analysis | — | 37.9% |
| LMCA | 40.8% | — |
| Epoch Capabilities Index | 148.84 | — |
| ForecastBench | 57 | — |
| LiveBench | — | 46.9% |

## Math

- GPT-5.4 mini: 45.5 (#75)
- Sonar: 33.7 (#200)

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| FrontierMath (Tiers 1-3) | 51.2% | — |
| FrontierMath Tier 4 | 9.8% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 21% | — |
| LiveBench Math | — | 41.6% |
| LMArena Math | 1419 | — |
| FrontierMath (Feb 2025 set) | 28.3% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |

## Knowledge

- GPT-5.4 mini: 51.5 (#67)
- Sonar: —

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| GPQA Diamond | 86.9% | — |
| SimpleQA Verified | 29.4% | — |
| Vectara Hallucination Rate | 5.5% | — |
| LMArena Expert | 1435 | — |

## Multimodal

- GPT-5.4 mini: 39.7 (#56)
- Sonar: —

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| LMArena Vision | 1245 | — |

## Multilingual

- GPT-5.4 mini: 51.9 (#96)
- Sonar: —

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

## Instruction Following

- GPT-5.4 mini: 74.1 (#102)
- Sonar: 71.4 (#150)

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| LiveBench Instruction Following | — | 76.2% |
| LMArena Instruction Following | 1405 | — |

## Long Context

- GPT-5.4 mini: 43.0 (#112)
- Sonar: —

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| LMArena Longer Query | 1407 | — |

## Writing & Preference

- GPT-5.4 mini: 64.0 (#58)
- Sonar: 52.6 (#167)

| Benchmark | GPT-5.4 mini | Sonar |
|---|---|---|
| LMArena Text | 1412 | — |
| LMArena Creative Writing | 1370 | — |
| EQ-Bench Creative Writing | 1665 | — |
| LMArena Multi-Turn | 1429 | — |
| LiveBench Language | — | 44.1% |

## FAQ

### Is GPT-5.4 mini better than Sonar?

GPT-5.4 mini is the stronger model overall, scoring 45.0 to 38.5 on the Noometry Index. Sonar costs 1.7× less per token, which makes it the better buy when GPT-5.4 mini's lead doesn't matter for your workload.

### Which is cheaper, GPT-5.4 mini or Sonar?

Sonar is cheaper. It lists at $1 per million input tokens and $1 per million output tokens; GPT-5.4 mini lists at $0.75 and $4.50.

### Is GPT-5.4 mini or Sonar better for coding?

GPT-5.4 mini scores higher on coding benchmarks: 45.2 versus 35.7 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.4 mini does, with 400K tokens against 128K.

### How many benchmarks do GPT-5.4 mini and Sonar share?

0 benchmarks have published results for both models. GPT-5.4 mini has 46 scored results on Noometry and Sonar has 7.