# Claude Fable 5.1 vs Kimi K2.7 Code

> Claude Fable 5.1 is the stronger model overall, scoring 69.0 to 43.3 on the Noometry Index. Kimi K2.7 Code costs 12× less per token, which makes it the better buy when Claude Fable 5.1's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/claude-fable-5-1-vs-kimi-k2-7-code
- Last updated: 2026-10-11
- Shared benchmarks: 14

## Summary

- They share 14 benchmarks with published results for both. Claude Fable 5.1 scores higher in 5 categories and Kimi K2.7 Code in 0 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Claude Fable 5.1 leads 76.7 to 39.0.
- The biggest single-benchmark swing is FrontierMath Tier 4: 87.8% for Claude Fable 5.1 and 12.2% for Kimi K2.7 Code.
- Kimi K2.7 Code is cheaper at $0.95 / $4 per million input/output tokens, against $10 / $50 for Claude Fable 5.1.
- Claude Fable 5.1 accepts more context: 1M tokens versus 262K.
- Kimi K2.7 Code has downloadable open weights; the other is API-only.

## Snapshot

| | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| Provider | Anthropic | Moonshot AI |
| Noometry Index | 69.0 | 43.3 |
| Rank | 2 | 94 |
| Context | 1M | 262K |
| Input $/M | $10 | $0.95 |
| Output $/M | $50 | $4 |
| Weights | Proprietary | Open |

## Coding

- Claude Fable 5.1: 74.7 (#1)
- Kimi K2.7 Code: 42.9 (#95)

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| FrontierCode | 50.9% | 30.1% |
| LMArena WebDev | 1744 | 1473 |
| SciCode | 63.1% | 47.5% |
| WeirdML | 92.9% | 54.1% |
| ALE-Bench | 2,143 | 886.23 |
| DeepSWE | — | 30.5% |
| CursorBench | 51.8% | — |
| FrontierSWE | 56.3% | — |
| GSO | 88.2% | — |
| LMArena Coding | 1528 | — |
| MirrorCode | 73.3% | — |

## Agentic & Tool Use

- Claude Fable 5.1: 50.7 (#5)
- Kimi K2.7 Code: 24.0 (#122)

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| APEX-Agents | 68.6% | 37.6% |
| Vending-Bench 2 | 5,422 | 5,083 |
| Remote Labor Index | 17.9% | — |
| GBAEval | — | 0.9% |
| GDP.pdf | 29.6% | — |

## Reasoning

- Claude Fable 5.1: 76.7 (#7)
- Kimi K2.7 Code: 39.0 (#61)

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| CritPt | 31.1% | 10% |
| Chess Puzzles | 47% | 21% |
| Epoch Capabilities Index | 164.7 | 149.97 |
| ARC-AGI-2 | 90% | — |
| SimpleBench | — | 57.9% |
| NYT Connections (extended) | 90% | — |
| ARC-AGI-1 | 97.5% | — |
| EBR-Bench | 57.1% | — |
| LMArena Hard Prompts | 1526 | — |
| Mystery Game Puzzles | 58% | — |
| DTBench | 97.6% | — |
| LMCA | 65.5% | — |
| Surface Evolver Bench | — | 48.8% |

## Math

- Claude Fable 5.1: 89.6 (#4)
- Kimi K2.7 Code: 52.9 (#48)

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| FrontierMath (Tiers 1-3) | 90.2% | 54% |
| FrontierMath Tier 4 | 87.8% | 12.2% |
| OTIS Mock AIME 2024-2025 | 100% | 95.6% |
| ProofBench | 100% | — |
| LMArena Math | 1525 | — |
| FrontierMath Erdős | 0% | — |

## Knowledge

- Claude Fable 5.1: 69.6 (#6)
- Kimi K2.7 Code: 53.5 (#57)

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| SimpleQA Verified | 70.8% | 36.5% |
| GPQA Diamond | — | 87.9% |
| Humanity's Last Exam | 46.5% | — |
| LMArena Expert | 1535 | — |

## Multimodal

- Claude Fable 5.1: 53.9 (#4)
- Kimi K2.7 Code: —

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| LMArena Vision | 1318 | — |
| Blueprint-Bench 2 | 41.9% | — |
| Furniture Assembly | 70% | — |
| LMArena Document | 1513 | — |

## Multilingual

- Claude Fable 5.1: 59.1 (#3)
- Kimi K2.7 Code: —

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| LMArena Non-English | 1507 | — |
| LMArena Chinese | 1586 | — |
| LMArena French | 1525 | — |
| LMArena German | 1500 | — |
| LMArena Japanese | 1543 | — |
| LMArena Korean | 1534 | — |
| LMArena Russian | 1521 | — |
| LMArena Spanish | 1516 | — |

## Instruction Following

- Claude Fable 5.1: 79.2 (#6)
- Kimi K2.7 Code: —

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| LMArena Instruction Following | 1517 | — |

## Long Context

- Claude Fable 5.1: 46.7 (#20)
- Kimi K2.7 Code: —

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| LMArena Longer Query | 1522 | — |

## Writing & Preference

- Claude Fable 5.1: 79.2 (#2)
- Kimi K2.7 Code: —

| Benchmark | Claude Fable 5.1 | Kimi K2.7 Code |
|---|---|---|
| LMArena Text | 1510 | — |
| LMArena Creative Writing | 1507 | — |
| EQ-Bench Creative Writing | 2162 | — |
| LMArena Multi-Turn | 1492 | — |

## FAQ

### Is Claude Fable 5.1 better than Kimi K2.7 Code?

Claude Fable 5.1 is the stronger model overall, scoring 69.0 to 43.3 on the Noometry Index. Kimi K2.7 Code costs 12× less per token, which makes it the better buy when Claude Fable 5.1's lead doesn't matter for your workload.

### Which is cheaper, Claude Fable 5.1 or Kimi K2.7 Code?

Kimi K2.7 Code is cheaper. It lists at $0.95 per million input tokens and $4 per million output tokens; Claude Fable 5.1 lists at $10 and $50.

### Is Claude Fable 5.1 or Kimi K2.7 Code better for coding?

Claude Fable 5.1 scores higher on coding benchmarks: 74.7 versus 42.9 in the Noometry coding category.

### Which has the bigger context window?

Claude Fable 5.1 does, with 1M tokens against 262K.

### How many benchmarks do Claude Fable 5.1 and Kimi K2.7 Code share?

14 benchmarks have published results for both models. Claude Fable 5.1 has 52 scored results on Noometry and Kimi K2.7 Code has 19.