Kimi K3.1 Pro vs Muse Wonder Full
| Spec | Kimi K3.1 Pro | Muse Wonder Full |
|---|---|---|
| Respan Index | 71.2 (#5) | 71.0 (#6) |
| Blended price per 1M | $3.6 | - |
| Context window | 1.0M | - |
| Input / output per 1M | $1.8 / $9 | - |
| Max output | 1.0M | - |
| Input | text, vision, video | text, vision, video, audio |
| Released | 2026-10-23 | 2026-10-12 |
Respan Index by category
Each category is scored 0 to 100, and how far ahead the winner is. Leads under a point are close to even.
| Category | Kimi K3.1 Pro | Muse Wonder Full |
|---|---|---|
| Coding | 67.7 Kimi K3.1 Pro | 62.9 Muse Wonder Full |
| Agents | 69.7 Kimi K3.1 Pro | 74.5 Muse Wonder Full |
| Reasoning | 83.7* Kimi K3.1 Pro | 82.8* Muse Wonder Full |
| Knowledge & language | 71.5* Kimi K3.1 Pro | 70.7* Muse Wonder Full |
| Human preference | 58.5 Kimi K3.1 Pro | 59.3 Muse Wonder Full |
* Estimated: no published scores in that category. How the Respan Index works
Benchmarks both report
Muse Wonder Full leads on 2 of the 3 benchmarks both report. Higher is better. Each score links to where it was published.
FAQ
Is Kimi K3.1 Pro better than Muse Wonder Full?
Kimi K3.1 Pro scores 71.2 on the Respan Index (#5), ahead of Muse Wonder Full at 71.0 (#6). Muse Wonder Full leads on 2 of the 3 benchmarks both report.