Kimi K3.1 Pro
Moonshot AI's 23 Oct 2026 post-trained refresh of Kimi K3: a 2.8T-total / 104B-active mixture-of-experts model with a 1,048,576-token context window, text and image in, text out, reasoning effort low / high / max (max default). Weights are on Hugging Face under a custom Kimi K3.1 Pro License (commercial use allowed with restrictions). Artificial Analysis Intelligence Index v5.0.1 scores it 46 — the top open-weights model on that index — at $3.68 per Index task, 113M output tokens and 32 tokens/s (slow), with 169.69s to the first answer token. Moonshot's model card reports Terminal-Bench 4.0 65.7, BrowseComp 92.1, HLE-Full with tools 70.0 and GPQA-Diamond 94.2 (vendor-reported), and trails Claude Fable 5.1, GPT-6 Astra and Opus 5.5 on cybersecurity and the hardest reasoning sets. Moonshot's pricing page did not render a readable rate table when checked on 11 Nov 2026, so the token price is not published here and the row shows as self-host; the hosted API (kimi-k3.1-pro, plus a faster kimi-k3.1-pro-highspeed variant) bills batch jobs at 60% of the standard price. Maximum output is not published; the figure shown is Kimi K3's.
1M
tokens
33K
tokens
Self-host
open weights
Self-host
infra cost only
32
tokens/sec
Oct 2026
2026-10-23
—
self-host
—
n/a self-host
Capabilities
Benchmarks
Price vs Quality
Context Window in Context
- GPT-5.6 Sol1.1M
- GPT-5.6 Terra1.1M
- GPT-5.6 Luna1.1M
- GPT-6 Astra1.1M
- ▸ Kimi K3.1 Pro1.0M
- Kimi K31.0M
- Gemini 4 Carbon1.0M
- Gemini 4 Argon1.0M
Compare With
Open Source: Licensed under Kimi K3.1 Pro License (custom; commercial use with restrictions)
Not on our gateway yet
Kimi K3.1 Pro is open-weight, so you can run it yourself. Swfte Connect turns your deployment into a managed endpoint that speaks the same API as every other model in this directory.
curl https://api.swfte.com/agents/v2/gateway/chat/completions \
-H "Authorization: Bearer $SWFTE_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "moonshot:kimi-k3.1-pro",
"messages": [{"role": "user", "content": "Hello"}]
}'About Kimi K3.1 Pro
Kimi K3.1 Pro is a open-source AI model by Moonshot AI, released on October 23, 2026. It supports a context window of 1049K tokens and can generate up to 33K output tokens.
Kimi K3.1 Pro is published as open weights (Kimi K3.1 Pro License (custom; commercial use with restrictions)) for self-hosting. There is no per-token API price. Cost depends on your inference infrastructure: GPU rental, throughput per GPU, and operating overhead. For commodity 24-48GB GPUs the effective cost typically lands in the $0.10-$0.50 per million output tokens range, well below the cheapest hosted alternatives.
Kimi K3.1 Pro is available as an open-source model under the Kimi K3.1 Pro License (custom; commercial use with restrictions) license, meaning you can self-host it for predictable costs or use it through API providers like Swfte Connect.
Using Kimi K3.1 Pro with Swfte
Access Kimi K3.1 Pro through Swfte Connect, our unified LLM gateway. Connect gives you a single API for 50+ models, with automatic routing, cost optimization, and fallback handling. You can also try Kimi K3.1 Pro in our AI Playground before integrating.