# GPT-5.4 Pro vs Kimi K3

> GPT-5.4 Pro and Kimi K3 score almost the same on the Noometry Index (58.9 vs 59.5), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/gpt-5-4-pro-vs-kimi-k3
- Last updated: 2026-10-10
- Shared benchmarks: 11

## Summary

- They share 11 benchmarks with published results for both. GPT-5.4 Pro scores higher in 2 categories and Kimi K3 in 2 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in coding, where Kimi K3 leads 61.0 to 43.2.
- The biggest single-benchmark swing is WeirdML: 57.4% for GPT-5.4 Pro and 82.6% for Kimi K3.
- Kimi K3 is cheaper at $3 / $15 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 1.05M.
- Kimi K3 has downloadable open weights; the other is API-only.

## Snapshot

| | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| Provider | OpenAI | Moonshot AI |
| Noometry Index | 58.9 | 59.5 |
| Rank | 18 | 15 |
| Context | 1.05M | 1.05M |
| Input $/M | $30 | $3 |
| Output $/M | $180 | $15 |
| Weights | Proprietary | Open |

## Coding

- GPT-5.4 Pro: 43.2 (#90)
- Kimi K3: 61.0 (#10)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| WeirdML | 57.4% | 82.6% |
| DeepSWE | — | 68.5% |
| FrontierCode | — | 44.2% |
| LMArena WebDev | — | 1654 |
| FrontierSWE | — | 25.9% |
| SciCode | — | 59.5% |
| LMArena Coding | — | 1508 |
| ALE-Bench | — | 1,524 |

## Agentic & Tool Use

- GPT-5.4 Pro: —
- Kimi K3: 41.8 (#20)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| APEX-Agents | — | 50.6% |
| τ²-bench Banking | — | 37.1% |
| PostTrainBench | — | 32% |
| GBAEval | — | 48.3% |
| GDP.pdf | — | 19% |
| Vending-Bench 2 | — | 5,165 |

## Reasoning

- GPT-5.4 Pro: 70.7 (#13)
- Kimi K3: 63.0 (#17)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| ARC-AGI-2 | 83.3% | 60.4% |
| SimpleBench | 74.1% | 60.7% |
| ARC-AGI-1 | 94.5% | 94.5% |
| CritPt | 30% | 23.4% |
| Chess Puzzles | 58.6% | 39% |
| Epoch Capabilities Index | 158.93 | 157.45 |
| NYT Connections (extended) | — | 93.6% |
| EnigmaEval | 23.8% | — |
| LMArena Hard Prompts | — | 1496 |
| Mystery Game Puzzles | — | 26% |
| DTBench | — | 91.2% |
| LMCA | — | 52.7% |
| Surface Evolver Bench | — | 95% |
| ForecastBench | — | 61.1 |

## Math

- GPT-5.4 Pro: 72.4 (#22)
- Kimi K3: 74.2 (#16)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | 72.2% |
| FrontierMath Tier 4 | 58.5% | 39% |
| MathArena Final-Answer Competitions | — | 87.8% |
| OTIS Mock AIME 2024-2025 | — | 97.2% |
| ProofBench | — | 87% |
| LMArena Math | — | 1491 |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |

## Knowledge

- GPT-5.4 Pro: 68.3 (#7)
- Kimi K3: 63.2 (#21)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| GPQA Diamond | 94.6% | 93.1% |
| SimpleQA Verified | 46.3% | 50.6% |
| Humanity's Last Exam | 44.3% | — |
| Vectara Hallucination Rate | 8.3% | — |
| LMArena Expert | — | 1521 |

## Multimodal

- GPT-5.4 Pro: —
- Kimi K3: 37.8 (#70)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| Blueprint-Bench 2 | — | 29.5% |
| Furniture Assembly | — | 34.2% |

## Multilingual

- GPT-5.4 Pro: —
- Kimi K3: 56.3 (#21)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| LMArena Non-English | — | 1466 |
| LMArena Chinese | — | 1529 |
| LMArena French | — | 1491 |
| LMArena German | — | 1488 |
| LMArena Japanese | — | 1487 |
| LMArena Korean | — | 1458 |
| LMArena Russian | — | 1482 |
| LMArena Spanish | — | 1472 |

## Instruction Following

- GPT-5.4 Pro: —
- Kimi K3: 77.7 (#14)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| LMArena Instruction Following | — | 1483 |

## Long Context

- GPT-5.4 Pro: —
- Kimi K3: 45.8 (#29)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| LMArena Longer Query | — | 1494 |

## Writing & Preference

- GPT-5.4 Pro: —
- Kimi K3: 76.6 (#4)

| Benchmark | GPT-5.4 Pro | Kimi K3 |
|---|---|---|
| LMArena Text | — | 1476 |
| LMArena Creative Writing | — | 1454 |
| EQ-Bench Creative Writing | — | 2082 |
| EQ-Bench 4 | — | 1339 |
| LMArena Multi-Turn | — | 1488 |

## FAQ

### Is GPT-5.4 Pro better than Kimi K3?

GPT-5.4 Pro and Kimi K3 score almost the same on the Noometry Index (58.9 vs 59.5), so choose on price, context window or the category you care about most.

### Which is cheaper, GPT-5.4 Pro or Kimi K3?

Kimi K3 is cheaper. It lists at $3 per million input tokens and $15 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is GPT-5.4 Pro or Kimi K3 better for coding?

Kimi K3 scores higher on coding benchmarks: 61.0 versus 43.2 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 1.05M.

### How many benchmarks do GPT-5.4 Pro and Kimi K3 share?

11 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Kimi K3 has 53.