Kimi K3.1 Pro vs Muse Ember
Price, context window & benchmark comparison
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Verdict: Muse Ember is 20.0× cheaper than Kimi K3.1 Pro on a typical 3:1 input/output mix.
| Kimi K3.1 Pro | Muse Ember | |
|---|---|---|
| Input price / 1M | $2.00 | $0.10 |
| Output price / 1M | $10.00 | $0.50 |
| Blended price (3:1) | $4.00 | $0.20 |
| Cached input / 1M | $0.20 | $0.004 |
| Context window | 1M | 1M |
| Max output | 944K | 944K |
| Intelligence index | 46.5 | — |
| Coding index | — | — |
| Providers | 23 | — |
| Best provider uptime (30m) | 100.0% | — |
| Vision input | Yes | Yes |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Released | 2026-10-23 | 2026-11-09 |
| Retirement | — | — |
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FAQ
Which is cheaper, Kimi K3.1 Pro or Muse Ember?
Muse Ember is 20.0× cheaper than Kimi K3.1 Pro on a typical 3:1 input/output mix.
Kimi K3.1 Pro vs Muse Ember: which has a bigger context window?
Kimi K3.1 Pro: 1,048,576 tokens. Muse Ember: 1,048,576 tokens.
How much would 1 million requests cost?
At 2,000 input + 500 output tokens per request: Kimi K3.1 Pro ≈ $9,000, Muse Ember ≈ $450.00.
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