Objective comparison based on public benchmarks updated weekly: Intelligence Index, Chatbot Arena ELO, pricing and speed.
| Critério | Kimi K3.1 Pro | Muse Wonder (Max) |
|---|---|---|
| Chatbot Arena ELO | — | 1509 ✓ |
| Intelligence Index (AA) | 55.1 ✓ | 52.4 |
| Coding Index (AA) | — | — |
| Input price ($/1M tok) | $2.00 ✓ | $4.00 |
| Output price ($/1M tok) | $10.00 ✓ | $20.00 |
| Context window | — | 1.0M tokens ✓ |
| Speed (tokens/s) | 41 tok/s | 208 tok/s ✓ |
✓ = winner in this criterion • Source: Artificial Analysis, LMArena, official APIs • Updated weekly
Choosing between Kimi K3.1 Pro and Muse Wonder (Max) depends on your use case, budget and technical requirements. Below, a practical guide based on benchmark data and each model's specifications.
Kimi · Text
Meta · Text
Kimi K3.1 Pro and Muse Wonder (Max) are evenly matched in this comparison. Choose based on the criterion most important for your project.
Data is aggregated from Artificial Analysis (Intelligence Index, Coding Index) and Chatbot Arena/LMArena (ELO). Pricing and specs come from official APIs. Updated weekly.
The Intelligence Index is an aggregate score from Artificial Analysis that combines multiple academic benchmarks (MMLU, GPQA, LiveBench, etc.) into a single rating. The higher the score, the more capable the model is at reasoning tasks.
Yes. Kimi K3.1 Pro costs $2/1M input tokens, while Muse Wonder (Max) costs $4/1M tokens — 100% more expensive. For high-volume projects, Kimi K3.1 Pro represents significant savings. Total cost also depends on output pricing and your application's usage pattern.
Muse Wonder (Max) has a context window of 1.0M tokens. Context window data for Kimi K3.1 Pro is not publicly available.