Model comparison
Grok 4 Fast vs Kimi K2.5
Kimi K2.5 is the stronger model overall, scoring 47.8 to 39.0 on the Noometry Index.
Last verified . 25 shared benchmarks.
Summary
- They share 25 benchmarks with published results for both. Grok 4 Fast scores higher in 1 category and Kimi K2.5 in 8 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Kimi K2.5 leads 53.6 to 31.5.
- The biggest single-benchmark swing is ARC-AGI-1: 48.5% for Grok 4 Fast and 65.3% for Kimi K2.5.
- Kimi K2.5 has downloadable open weights; the other is API-only.
Side by side
| Grok 4 Fast | Kimi K2.5 | |
|---|---|---|
| Provider | xAI | Moonshot AI |
| Noometry Index | 39.0 | 47.8 |
| Released | 2025-09-19 | 2026-01-27 |
| Weights | Proprietary | Open |
| Context window | — | 262K |
| Max output | — | 262K |
| Input $ / M tokens | — | $0.45 |
| Output $ / M tokens | — | $2.25 |
| Results tracked | 30 | 51 |
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Category by category
Coding Kimi K2.5 leads
Grok 4 Fast: 32.3 (#264), Kimi K2.5: 48.7 (#48)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| LMArena WebDev | 1160 | 1436 |
| WeirdML | 42.9% | 45.6% |
| LMArena Coding | 1429 | 1474 |
| SWE-bench Verified | — | 73.8% |
| SWE-bench Verified (bash only) | — | 70.8% |
| SWE-bench Multilingual | — | 67.3% |
| SciCode | — | 49% |
| ALE-Bench | — | 821.65 |
Agentic & Tool Use Kimi K2.5 leads
Grok 4 Fast: 29.3 (#80), Kimi K2.5: 34.0 (#44)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| Terminal-Bench | — | 43.2% |
| τ²-bench Banking | 15.7% | — |
| Cybench | 30% | — |
| OSWorld | — | 63.3% |
| LMArena Search | 1171 | — |
| Vending-Bench 2 | — | 1,198 |
Reasoning Kimi K2.5 leads
Grok 4 Fast: 22.5 (#179), Kimi K2.5: 31.2 (#74)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| ARC-AGI-2 | 5.3% | 11.8% |
| Kagi LLM Benchmark | 66.1% | 78.5% |
| ARC-AGI-1 | 48.5% | 65.3% |
| LMArena Hard Prompts | 1413 | 1454 |
| Epoch Capabilities Index | 144.21 | 148.05 |
| SimpleBench | — | 46.8% |
| NYT Connections (extended) | — | 69.9% |
| CritPt | — | 3.1% |
| Chess Puzzles | — | 12% |
| EnigmaEval | — | 3.4% |
| Thematic Generalization | — | 69.4% |
| DTBench | 82.7% | — |
| ForecastBench | 60.5 | — |
Math Kimi K2.5 leads
Grok 4 Fast: 36.1 (#126), Kimi K2.5: 50.3 (#46)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| LMArena Math | 1419 | 1470 |
| MathArena Final-Answer Competitions | — | 62.3% |
| OTIS Mock AIME 2024-2025 | — | 92.2% |
| FrontierMath (Feb 2025 set) | — | 27.9% |
| FrontierMath Tier 4 (v1) | — | 4.2% |
Knowledge Kimi K2.5 leads
Grok 4 Fast: 31.5 (#211), Kimi K2.5: 53.6 (#52)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| Vectara Hallucination Rate | 19.7% | 14.2% |
| LMArena Expert | 1411 | 1466 |
| GPQA Diamond | — | 87.6% |
| Humanity's Last Exam | — | 24.4% |
| SimpleQA Verified | — | 34.3% |
Multimodal Not comparable
Grok 4 Fast: —, Kimi K2.5: 40.4 (#37)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| LMArena Vision | — | 1269 |
| LMArena Document | — | 1430 |
Multilingual Kimi K2.5 leads
Grok 4 Fast: 51.5 (#106), Kimi K2.5: 54.1 (#50)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| LMArena Non-English | 1397 | 1433 |
| LMArena Chinese | 1458 | 1495 |
| LMArena French | 1433 | 1454 |
| LMArena German | 1383 | 1441 |
| LMArena Japanese | 1358 | 1422 |
| LMArena Korean | 1359 | 1412 |
| LMArena Russian | 1387 | 1436 |
| LMArena Spanish | 1414 | 1450 |
Instruction Following Kimi K2.5 leads
Grok 4 Fast: 73.4 (#116), Kimi K2.5: 75.5 (#60)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| LMArena Instruction Following | 1388 | 1431 |
Long Context Grok 4 Fast leads
Grok 4 Fast: 63.2 (#3), Kimi K2.5: 52.1 (#7)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| Fiction.LiveBench | 94.4% | 86.1% |
| LMArena Longer Query | 1415 | 1445 |
| CL-bench | — | 19.3% |
| CL-bench Life | — | 13.2% |
Writing & Preference Kimi K2.5 leads
Grok 4 Fast: 60.2 (#96), Kimi K2.5: 65.3 (#51)
| Benchmark | Grok 4 Fast | Kimi K2.5 |
|---|---|---|
| LMArena Text | 1407 | 1445 |
| LMArena Creative Writing | 1388 | 1423 |
| LMArena Multi-Turn | 1414 | 1444 |
| EQ-Bench Creative Writing | — | 1579 |
Frequently asked questions
Is Grok 4 Fast better than Kimi K2.5?
Kimi K2.5 is the stronger model overall, scoring 47.8 to 39.0 on the Noometry Index.
Is Grok 4 Fast or Kimi K2.5 better for coding?
Kimi K2.5 scores higher on coding benchmarks: 48.7 versus 32.3 in the Noometry coding category.
How many benchmarks do Grok 4 Fast and Kimi K2.5 share?
25 benchmarks have published results for both models. Grok 4 Fast has 30 scored results on Noometry and Kimi K2.5 has 51.