MoonshotAI: Kimi K3.1 Pro
Kimi K3.1 Pro is a paid model from Moonshot AI that accepts text, image, and video input. It offers a context window of 1,048,576 tokens and allows up to 943,718 completion tokens, so very long documents and lengthy outputs can fit in a single request. It supports tool use and reasoning. Structured output support and weight availability are not listed, so confirm both before relying on them. At $2 per million input tokens and $10 per million output tokens, it fits teams that need multimodal input, long context, and tool calls in one model and can budget for output-heavy workloads. Its blended benchmark score of 95.1 comes from a single independent benchmark, with an AI Index score of 90.9. That is a high result, but the coverage is thin. Treat its standing as preliminary and run your own evaluations against alternatives before committing.
Benchmark results
Independent, published benchmarks. Blended score 95.1 across 1 benchmark, last refreshed 2026-10-24. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| AI Index | broad capability composite | 90.9 |
- Model ID
- moonshotai/kimi-k3.1-pro
- Vendor
- moonshotai
- Released
- October 2026
- Tokenizer
- Other
- Input Modalities
- text, image, video
- Output Modalities
- text
- Max Output
- 943,718 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- ✓ accepts images
- Audio
- no
- Moderated
- no
What it costs in practice
Computed from the current $2.00/M input and $10.00/M output rates. Run your own numbers →
| Job | Tokens | Cost |
|---|---|---|
| Summarize a 50-page report | 30k in / 1.5k out | $0.07 |
| Classify 1,000 customer emails | 500k in / 50k out | $1.50 |
| A month of a busy support chatbot | 5M in / 2M out | $30.00 |
Strong choice for
Category rankings
Where MoonshotAI: Kimi K3.1 Pro places across the 53 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #3 | Video SummarizationVideo · of 25 ranked | 151 |
| #6 | Frontend Component DesignCode · of 25 ranked | 132 |
| #6 | Creative WritingWriting · of 25 ranked | 145 |
| #6 | Screenwriting & DialogWriting · of 25 ranked | 145 |
| #6 | Academic WritingWriting · of 25 ranked | 145 |
| #6 | Legal DraftingProfessional · of 25 ranked | 145 |
| #6 | OKRs & Strategic PlanningBusiness · of 25 ranked | 145 |
| #6 | Screenshot DebuggingVision · of 25 ranked | 134 |
| #6 | Chart & Graph ReadingVision · of 25 ranked | 138 |
| #6 | Math ProofsResearch · of 25 ranked | 145 |
| #7 | Math TutoringEducation · of 25 ranked | 129 |
| #8 | Physics TutoringEducation · of 25 ranked | 135 |
| #9 | Blog Post WritingWriting · of 25 ranked | 131 |
| #9 | Marketing CopyWriting · of 25 ranked | 121 |
| #9 | Standardized Test PrepEducation · of 25 ranked | 121 |
| #9 | Character RoleplayPersonal · of 25 ranked | 141 |
| #9 | Trip PlanningPersonal · of 25 ranked | 131 |
| #10 | Code ReviewCode · of 25 ranked | 149 |
| #10 | Bug FixingCode · of 25 ranked | 153 |
| #10 | CI/CD PipelinesCode · of 25 ranked | 130 |
| #10 | Long-Document SummarizationWriting · of 25 ranked | 151 |
| #10 | Legal ResearchProfessional · of 25 ranked | 155 |
| #10 | Contract ReviewProfessional · of 25 ranked | 159 |
| #10 | Scientific ResearchProfessional · of 25 ranked | 155 |
| #10 | History TutoringEducation · of 25 ranked | 136 |
| #10 | Essay GradingEducation · of 25 ranked | 149 |
| #10 | Long-Context Q&AAgents · of 25 ranked | 146 |
| #10 | Fiction CollaboratorPersonal · of 25 ranked | 155 |
| #10 | Scientific CodingResearch · of 25 ranked | 153 |
| #10 | Literature ReviewResearch · of 25 ranked | 155 |
| #11 | Code RefactoringCode · of 25 ranked | 150 |
| #11 | RAG PipelinesAgents · of 25 ranked | 150 |
| #12 | ETL ScriptingData · of 25 ranked | 140 |
| #12 | Medical Note SummarizationProfessional · of 25 ranked | 140 |
| #13 | Agent WorkflowsAgents · of 25 ranked | 157 |
| #13 | Coding AgentsAgents · of 25 ranked | 157 |
| #13 | Fitness CoachingPersonal · of 25 ranked | 121 |
| #14 | Unit Test GenerationCode · of 25 ranked | 134 |
| #14 | Financial AnalysisProfessional · of 25 ranked | 133 |
| #14 | Diagram ExtractionVision · of 25 ranked | 134 |
| #14 | Browser AutomationAgents · of 25 ranked | 140 |
| #14 | Experiment DesignResearch · of 25 ranked | 133 |
| #15 | Data AnalysisData · of 25 ranked | 137 |
| #15 | OCR / Document ParsingData · of 25 ranked | 135 |
| #15 | Table Extraction from PDFsData · of 25 ranked | 135 |
| #16 | RFP ResponseBusiness · of 25 ranked | 154 |
| #17 | SQL GenerationCode · of 25 ranked | 143 |
| #17 | Regex WritingCode · of 25 ranked | 126 |
| #17 | Language TranslationWriting · of 25 ranked | 126 |
| #17 | Resume WritingBusiness · of 25 ranked | 113 |
| #17 | Tutoring for KidsPersonal · of 25 ranked | 126 |
| #19 | Code DocumentationCode · of 25 ranked | 137 |
| #25 | Function / Tool CallingAgents · of 25 ranked | 120 |
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Quick answers
- How much does MoonshotAI: Kimi K3.1 Pro cost?
- $2.00 per million input tokens and $10.00 per million output tokens.
- What is MoonshotAI: Kimi K3.1 Pro's context window?
- 1,048,576 tokens, roughly 1,572 pages of text in a single request.
- Does MoonshotAI: Kimi K3.1 Pro support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can MoonshotAI: Kimi K3.1 Pro process images?
- Yes, it accepts image input.