Kimi K3.1 Pro vs Muse Wonder 1.0
Muse Wonder 1.0 rates 1 point higher; the data cannot separate them.
Rating
- Kimi K3.1 Pro1088±53
- Muse Wonder 1.01089±26
Muse Wonder 1.0 rates 1 point higher; the data cannot separate them.
| Kimi K3.1 Pro | Muse Wonder 1.0 | |
|---|---|---|
| Leaderboard rank | 3 | 2 |
| Win rate | 41.3% | 43.8% |
| Completion | 44.0% | 67.5% |
| Speed | 1.7 min | 0.8 min |
| Recovery | 90.9%62–98%, n = 11 | 94.9%86–98%, n = 59 |
| Cost per completion | $0.47 | $1.05 |
Under Recovery, its 95% interval and n, in failed actions. Last updated .
There are no eligible head-to-head results for Kimi K3.1 Pro and Muse Wonder 1.0 in the current ranking window. Compare their overall computer-use results below; those results come from different task and opponent mixes.
No. Completion for Kimi K3.1 Pro and Muse Wonder 1.0 records whether the agent reported finishing. Human preferences, task success and next-action recovery are different measurements.
Read speed and estimated cost alongside completion and human preference. An early failure can be fast. Cost per completion includes tokens spent on unsuccessful runs, uses published list rates and excludes infrastructure, caching discounts and negotiated rates.
Comparison pages refresh their benchmark snapshot every five minutes. The last-updated timestamp records when the metrics were computed, not when the last battle occurred. Model rank may move between snapshots.