Overview
Kimi K3.1 Pro is the first model in the K3.1 series and an open-weight, multimodal model built by post-training Kimi K3. Moonshot positions it for complex coding, visual understanding, research, and long-horizon agentic tasks. Its mixture-of-experts architecture has 2.8 trillion total parameters, 104 billion activated parameters, and a 1,048,576-token context window. (kimi.ai)
Capabilities and uses
- Supports text and image input, including native visual understanding.
- Can assist with software development, codebase changes, tool-assisted workflows, 3D modeling and design, financial research, and financial modeling.
- Is available through Kimi products and the Kimi API. The API also offers a separately identified Highspeed variant; its pricing is not the standard model's pricing. (kimi.ai)
Limitations
- Outputs can contain errors or hallucinations; verify important claims, generated code, and financial analyses independently.
- The context window is limited to 1,048,576 tokens. Long contexts can increase latency and cost.
- According to Kimi's pricing guidance, reasoning is always enabled;
reasoning_effortcan be set tolow,high, ormax. Reported output usage, including reasoning tokens, affects cost. - Model weights are subject to the Kimi K3.1 Pro License; review its terms before deployment. (kimi.ai)
API pricing
The following pay-as-you-go rates apply to the standard kimi-k3.1-pro model, per 1 million tokens, excluding applicable taxes. Domestic CNY and international USD prices are separate regional offerings, not currency conversions. Checked November 15, 2026.
| Platform | Uncached input | Output | Cache hit | Cache write: 5-minute TTL | Cache write: 1-hour TTL |
|---|---|---|---|---|---|
| Mainland China API | CNY 13.00 | CNY 68.00 | CNY 1.30 | CNY 13.00 | CNY 26.00 |
| International API | USD 2.00 | USD 10.00 | USD 0.20 | USD 2.00 | USD 4.00 |
For Chat Completions, uncached input, cache hits, and cache writes are mutually exclusive input billing categories. Eligible automatic caching defaults to a five-minute TTL; one hour is also available. These are standard model rates, not Highspeed, batch, or subscription prices. (kimi.com)
Official pricing sources: mainland China API guide and international API guide.
Release and official sources
- Release date: October 24, 2026, as listed in Kimi's research index. (kimi.ai)
- Official announcement
- Official model card