Kimi K3.1 Pro
Flagshipby Moonshot AI
As of October 26, 2026, Kimi K3.1 Pro by Moonshot AI costs $2.00 per 1M input tokens and $10.00 per 1M output tokens, with a 1M-token context window.
Kimi K3.1 Pro is Moonshot AI's October 23, 2026 release, a post-trained version of Kimi K3 rather than a new pretraining run, and it arrives a third cheaper than the model it builds on: $2 per million input tokens and $10 output against $3 and $15 for K3, with cache hits at $0.20. The API ids are kimi-k3.1-pro and kimi-k3.1-pro-highspeed, the second a faster serving lane Moonshot describes as 2 to 3 times the speed at double the token rates. Billing is flat with no tiering by context length, so a 900K token prompt costs the same per token as a short one. The context window is 1,048,576 tokens, max_completion_tokens defaults to 131,072 and can be raised to the full window, and input covers images and video as well as text, with images sent as base64 or an ms:// file reference rather than a public URL. Thinking is always on and reasoning_effort accepts low, high, or max, defaulting to max; temperature, top_p, n, and the penalty parameters are fixed and cannot be changed. Moonshot points it at coding from quick fixes through full project builds (including Unity, Unreal Engine, and Godot), 3D modeling and parametric design with scripting for Blender and CAD tools, financial modeling and research, and general agentic knowledge work. One cost caveat worth pricing in: Artificial Analysis measured K3.1 Pro using about 14 percent more output tokens per task than K3, so the per-task saving is smaller than the per-token cut. Weights are not published yet. Moonshot says the full checkpoint lands by November 4, 2026, which would make it open weight like K3; until then treat it as hosted only. Available on Kimi.com, Kimi Work, Kimi Code, and the Kimi API.
Input Price
$2.00
per 1M tokens
Output Price
$10.00
per 1M tokens
Context Window
1.0M
tokens
Released
2026-10
API access
Capabilities
Key Strengths
- ✓$2/$10 per 1M tokens, a third under Kimi K3
- ✓Cache hits at $0.20 per 1M tokens
- ✓Flat billing with no long-context surcharge
- ✓1,048,576 token context with image and video input
- ✓Max output configurable up to the full 1M window
- ✓Highspeed lane at 2 to 3 times the speed for double the rate
Best For
- ▸Full project builds and game engine work
- ▸3D modeling and parametric design scripting
- ▸Financial modeling and research
- ▸Long-context agentic knowledge work
Benchmark Scores
| Benchmark | Score | Description |
|---|---|---|
| Terminal-Bench 4.0 | 63.6 | Long-horizon agentic work in a terminal across software, science, ML, operations, hardware, security, and media (66 tasks, all-or-nothing verifiers) |
Scores sourced from public benchmark datasets. See full benchmark leaderboard for all models.
Pricing Details
Input tokens
$2.00
per 1M tokens
Output tokens
$10.00
per 1M tokens
Estimated cost per 1K requests
$7.00
~1K input + ~500 output tokens avg
Prices are subject to change. Check the official documentation for current pricing. See the cost calculator for detailed estimates.
Quick answers
- How much does Kimi K3.1 Pro cost?
- As of October 26, 2026, Kimi K3.1 Pro costs $2.00 per 1M input tokens and $10.00 per 1M output tokens on the Moonshot AI API.
- What is the context window of Kimi K3.1 Pro?
- Kimi K3.1 Pro has a 1M-token context window (1,048,576 tokens).