Model comparison
Grok 4 Fast vs Kimi K2.6
Kimi K2.6 is the stronger model overall, scoring 47.7 to 39.4 on the Noometry Index.
Last verified . 22 shared benchmarks.
Summary
- They share 22 benchmarks with published results for both. Grok 4 Fast scores higher in 2 categories and Kimi K2.6 in 7 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Kimi K2.6 leads 54.0 to 32.0.
- The biggest single-benchmark swing is WeirdML: 42.9% for Grok 4 Fast and 55.9% for Kimi K2.6.
- Kimi K2.6 has downloadable open weights; the other is API-only.
Side by side
| Grok 4 Fast | Kimi K2.6 | |
|---|---|---|
| Provider | xAI | Moonshot AI |
| Noometry Index | 39.4 | 47.7 |
| Released | 2025-09-19 | 2026-04-20 |
| Weights | Proprietary | Open |
| Context window | — | 262K |
| Max output | — | 262K |
| Input $ / M tokens | — | $0.95 |
| Output $ / M tokens | — | $4 |
| Results tracked | 30 | 51 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding Kimi K2.6 leads
Grok 4 Fast: 32.5 (#271), Kimi K2.6: 50.7 (#43)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena WebDev | 1159 | 1509 |
| WeirdML | 42.9% | 55.9% |
| LMArena Coding | 1429 | 1488 |
| SWE-bench Verified | — | 76.7% |
| SciCode | — | 53.5% |
| ALE-Bench | — | 1,093 |
Agentic & Tool Use Grok 4 Fast leads
Grok 4 Fast: 29.5 (#86), Kimi K2.6: 21.9 (#137)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| OSWorld 2.0 | — | 4.6% |
| τ²-bench Banking | 15.7% | — |
| Cybench | 30% | — |
| ExploitBench | — | 18.4% |
| GBAEval | — | 0.9% |
| GDP.pdf | — | 12% |
| LMArena Search | 1171 | — |
| Vending-Bench 2 | — | 6,205 |
Reasoning Kimi K2.6 leads
Grok 4 Fast: 22.2 (#201), Kimi K2.6: 40.5 (#55)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Hard Prompts | 1412 | 1470 |
| DTBench | 82.7% | 90.9% |
| Epoch Capabilities Index | 144.2 | 151.05 |
| ARC-AGI-2 | 5.3% | — |
| Kagi LLM Benchmark | 66.1% | — |
| NYT Connections (extended) | — | 87.2% |
| ARC-AGI-1 | 48.5% | — |
| CritPt | — | 8% |
| Chess Puzzles | — | 26% |
| EBR-Bench | — | 2.4% |
| Mystery Game Puzzles | — | 18% |
| LMCA | — | 37.3% |
| ForecastBench | 60.5 | — |
Math Kimi K2.6 leads
Grok 4 Fast: 38.9 (#123), Kimi K2.6: 57.0 (#41)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Math | 1419 | 1475 |
| FrontierMath (Tiers 1-3) | — | 57.2% |
| FrontierMath Tier 4 | — | 25.6% |
| MathArena Final-Answer Competitions | — | 72.9% |
| OTIS Mock AIME 2024-2025 | — | 96.1% |
| ProofBench | — | 16% |
| FrontierMath (Feb 2025 set) | — | 39% |
| FrontierMath Tier 4 (v1) | — | 14.6% |
Knowledge Kimi K2.6 leads
Grok 4 Fast: 32.0 (#214), Kimi K2.6: 54.0 (#54)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| Vectara Hallucination Rate | 19.7% | 10.8% |
| LMArena Expert | 1411 | 1491 |
| GPQA Diamond | — | 90.8% |
| SimpleQA Verified | — | 34.9% |
Multimodal Not comparable
Grok 4 Fast: —, Kimi K2.6: 31.6 (#103)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Vision | — | 1283 |
| Blueprint-Bench 2 | — | 3.9% |
| Furniture Assembly | — | 21.7% |
| LMArena Document | — | 1451 |
Multilingual Kimi K2.6 leads
Grok 4 Fast: 51.3 (#111), Kimi K2.6: 54.9 (#37)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Non-English | 1396 | 1446 |
| LMArena Chinese | 1457 | 1521 |
| LMArena French | 1431 | 1471 |
| LMArena German | 1383 | 1450 |
| LMArena Japanese | 1352 | 1443 |
| LMArena Korean | 1357 | 1427 |
| LMArena Russian | 1389 | 1446 |
| LMArena Spanish | 1415 | 1464 |
Instruction Following Kimi K2.6 leads
Grok 4 Fast: 73.2 (#121), Kimi K2.6: 76.3 (#43)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1451 |
Long Context Grok 4 Fast leads
Grok 4 Fast: 63.2 (#3), Kimi K2.6: 44.9 (#52)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Longer Query | 1415 | 1468 |
| Fiction.LiveBench | 94.4% | — |
Writing & Preference Kimi K2.6 leads
Grok 4 Fast: 60.0 (#102), Kimi K2.6: 68.5 (#26)
| Benchmark | Grok 4 Fast | Kimi K2.6 |
|---|---|---|
| LMArena Text | 1407 | 1455 |
| LMArena Creative Writing | 1387 | 1434 |
| LMArena Multi-Turn | 1414 | 1453 |
| EQ-Bench Creative Writing | — | 1725 |
| EQ-Bench 4 | — | 1202 |
Frequently asked questions
Is Grok 4 Fast better than Kimi K2.6?
Kimi K2.6 is the stronger model overall, scoring 47.7 to 39.4 on the Noometry Index.
Is Grok 4 Fast or Kimi K2.6 better for coding?
Kimi K2.6 scores higher on coding benchmarks: 50.7 versus 32.5 in the Noometry coding category.
How many benchmarks do Grok 4 Fast and Kimi K2.6 share?
22 benchmarks have published results for both models. Grok 4 Fast has 30 scored results on Noometry and Kimi K2.6 has 51.