UltraGPT
MoonshotAI: Kimi K3.1 Pro (batch)
Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3, with a 1M-token context window. It is built for long-horizon coding, 3D...
Intelligence overview
1.05M tok
Context window
943.7K tok
Max output
What MoonshotAI: Kimi K3.1 Pro (batch) can do.
Reasoning
Extended reasoning
Works through problems step by step before answering, trading latency for accuracy on harder tasks.
Adjustable effort
Choose how much the model deliberates per request — trade speed for depth as the task demands.
Multimodal
Image understanding
Reads and reasons over images alongside text in the same prompt.
Video input
Takes video as an input modality alongside text and images.
Development
Streaming
Streams tokens as they're generated instead of waiting on the full response.
Performance
Design Arena — ranked #1 across 15 categories
Pay for what you use.
Every model in UltraGPT runs behind one flat subscription — this is the underlying per-token cost the catalog tracks.
$0.7 / 1M tok
$6 / 1M tok
Built for serious work.
Think
Works through hard problems with adjustable reasoning effort — max, high, low, none.
Research
Holds up to 1.05M tokens of source material in context without losing the thread.
Create
Reads images alongside a prompt to ground creative and design work in what's actually on screen.
Ask MoonshotAI: Kimi K3.1 Pro (batch) anything.
A preview of the real UltraGPT composer — the model you see here is the model you get.
Continues in the UltraGPT app — one login, every model.
How MoonshotAI: Kimi K3.1 Pro (batch) stacks up.
The closest models in the catalog by provider, capability and score — real entries, pulled from the same directory.
Technical details.
Specification
- Context window
- 1.05M tokens
- Max output
- 943.7K tokens
- Input modalities
- Text + Image + Video
- Output modalities
- Text
- Release date
- Oct 23, 2026
- Reasoning effort
- max, high, low, none
- Streaming
- Supported
- Tool calling
- Not supported
- JSON mode
- Not supported
Reasoning
More from Moonshot AI, and everything else.
This model is one entry in the full UltraGPT catalog — browse the rest, compare pricing and context windows, or filter by capability.