# Grok 4 vs Longcat Flash Chat

> Grok 4 is the stronger model overall, scoring 48.1 to 42.1 on the Noometry Index.

- Canonical page: https://noometry.com/compare/grok-4-vs-longcat-flash-chat
- Last updated: 2026-10-11
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. Grok 4 scores higher in 6 categories and Longcat Flash Chat in 2 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in long context, where Grok 4 leads 63.1 to 43.5.
- The biggest single-benchmark swing is Kagi LLM Benchmark: 73.6% for Grok 4 and 43.9% for Longcat Flash Chat.
- Longcat Flash Chat has downloadable open weights; the other is API-only.

## Snapshot

| | Grok 4 | Longcat Flash Chat |
|---|---|---|
| Provider | xAI | Meituan |
| Noometry Index | 48.1 | 42.1 |
| Rank | 56 | 120 |
| Context | — | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Proprietary | Open |

## Coding

- Grok 4: 50.3 (#46)
- Longcat Flash Chat: 43.5 (#87)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Coding | 1408 | 1471 |
| Aider Polyglot | 79.6% | — |
| WeirdML | 45.7% | — |

## Agentic & Tool Use

- Grok 4: 32.3 (#68)
- Longcat Flash Chat: —

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| Terminal-Bench | 27.2% | — |
| Berkeley Function Calling Leaderboard | 63% | — |
| GDPval | 21.1% | — |
| Cybench | 43% | — |
| DeepResearch Bench | 47.3% | — |
| BALROG | 43.6% | — |
| LMArena Search | 1142 | — |
| METR Time Horizons | 66.6% | — |

## Reasoning

- Grok 4: 36.7 (#65)
- Longcat Flash Chat: 19.0 (#272)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| Kagi LLM Benchmark | 73.6% | 43.9% |
| LMArena Hard Prompts | 1409 | 1440 |
| ARC-AGI-2 | 16% | — |
| SimpleBench | 60.5% | — |
| NYT Connections (extended) | — | 17.7% |
| ARC-AGI-1 | 66.7% | — |
| Chess Puzzles | 28% | — |
| Epoch Capabilities Index | 146.44 | — |
| ForecastBench | 60.9 | — |

## Math

- Grok 4: 48.4 (#64)
- Longcat Flash Chat: 39.4 (#107)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Math | 1422 | 1442 |
| OTIS Mock AIME 2024-2025 | 84% | — |
| Omni-MATH | 60.3% | — |
| FrontierMath (Feb 2025 set) | 19.7% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |

## Knowledge

- Grok 4: 53.8 (#55)
- Longcat Flash Chat: 40.6 (#116)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Expert | 1415 | 1454 |
| GPQA Diamond | 87% | — |
| MMLU-Pro | 85.1% | — |
| Confabulations | 12.4% | — |
| GPQA (HELM) | 72.7% | — |

## Multimodal

- Grok 4: 33.7 (#94)
- Longcat Flash Chat: —

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Vision | 1210 | — |
| GeoBench | 45% | — |

## Multilingual

- Grok 4: 51.8 (#103)
- Longcat Flash Chat: 51.9 (#101)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Non-English | 1403 | 1404 |
| LMArena Chinese | 1427 | 1465 |
| LMArena French | 1418 | 1456 |
| LMArena German | 1429 | 1408 |
| LMArena Japanese | 1394 | 1373 |
| LMArena Korean | 1377 | 1371 |
| LMArena Russian | 1410 | 1395 |
| LMArena Spanish | 1420 | 1445 |

## Instruction Following

- Grok 4: 79.2 (#5)
- Longcat Flash Chat: 74.4 (#96)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Instruction Following | 1387 | 1411 |
| IFEval | 94.9% | — |

## Long Context

- Grok 4: 63.1 (#4)
- Longcat Flash Chat: 43.5 (#93)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Longer Query | 1409 | 1425 |
| Fiction.LiveBench | 94.4% | — |

## Writing & Preference

- Grok 4: 58.5 (#116)
- Longcat Flash Chat: 61.0 (#91)

| Benchmark | Grok 4 | Longcat Flash Chat |
|---|---|---|
| LMArena Text | 1411 | 1427 |
| LMArena Creative Writing | 1397 | 1388 |
| LMArena Multi-Turn | 1416 | 1418 |
| Short-Story Creative Writing | 76.9% | — |
| WildBench | 79.7% | — |

## FAQ

### Is Grok 4 better than Longcat Flash Chat?

Grok 4 is the stronger model overall, scoring 48.1 to 42.1 on the Noometry Index.

### Is Grok 4 or Longcat Flash Chat better for coding?

Grok 4 scores higher on coding benchmarks: 50.3 versus 43.5 in the Noometry coding category.

### How many benchmarks do Grok 4 and Longcat Flash Chat share?

18 benchmarks have published results for both models. Grok 4 has 48 scored results on Noometry and Longcat Flash Chat has 19.