Model Comparison
K3.1 Pro
vs. Muse Wonder (Max)
Comparing 2 AI models · 0 benchmarks · Kimi, Meta
Recommended Pick
KiK3.1 Pro7 metric winsStrongest on: Value, Input price, Output price
Best Value
K3.1 Pro
100.0 value score
46.0 reasoning / $4.00/1M
Lowest Price
K3.1 Pro
$2.00/1M input price
Best Reasoning
K3.1 Pro
46.0 reasoning score
Blends available reasoning benchmarks
Differences That Matter
Best value
K3.1 Pro has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
K3.1 Pro is 2.0x cheaper on input tokens than Muse Wonder (Max).
Speed gap
Muse Wonder (Max) generates about 5.0x as many tokens per second as K3.1 Pro.
Reasoning gap
K3.1 Pro leads Muse Wonder (Max) by 2.7 points on reasoning.
Top-pick rationale
K3.1 Pro wins 7 measurable categories, including Value, Input price, Output price, Blended price.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
K3.1 Pro
Kimi
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Muse Wonder (Max)
Meta
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Secure AI Chat made in Europe
Use open-weight models like DeepSeek, Qwen and Kimi in one app.
EU-hosted open models, one API
Servers in Germany & Finland. Operated by a German company under the GDPR, DPA available, ISO 27001-certified data centres.
Full Comparison
| Metric | Top Pick Ki K3.1 Pro | Me Muse Wonder (Max) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $2.00/1M | $4.00/1M |
| Output Cost | $10.00/1M | $20.00/1M |
| Blended (3:1) | $4.00/1M | $8.00/1M |
| Specifications | ||
| Organization | Kimi | Meta |
| Release Date | Oct 23, 2026 | Oct 12, 2026 |
| Performance & Speed | ||
| Throughput | 41.4 tok/s | 207.8 tok/s |
| TTFT | 2820ms | 30960ms |
| Latency | 51080ms | 40580ms |
| Composite Indices | ||
| Value Score | 100.0 | 47.1 |
| Reasoning Score | 46.0 | 43.3 |
| Intelligence | 46.0 | 43.3 |
Key Takeaways
K3.1 Pro offers the best value at $2.00/1M,making it ideal for high-volume applications and cost-conscious projects.
K3.1 Pro has the strongest reasoning profile with a 46.0 reasoning score,combining the available reasoning-heavy benchmarks.
All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
K3.1 Pro
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
Muse Wonder (Max)
- General-purpose AI
- Versatile applications
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