Kimi Docs & Kimi Sheets
On January 27, 2026, Moonshot AI released Kimi K2.5, bringing major upgrades to Kimi Agent's productivity capabilities. Kimi Agent now "masters Office" with end-to-end file output for Word, PDF, Excel, and Slides.
Kimi K2.5 delivers significantly improved output quality and tool-calling efficiency in office scenarios, particularly in structured output with end-to-end processing capabilities:
| Format | Capabilities |
|---|---|
| Word | Intelligent formatting and revision tracking |
| Visual design and mixed text-image layouts | |
| Excel | Data analysis and financial modeling |
| Slides | Automatic generation and visual storytelling |
Kimi Docs
Kimi Docs has strong text adaptation capabilities and systematic understanding of Office workflows.
Key capabilities
Word Documents:
- Generate long-form professional documents: white papers, research reports, contracts, proposals
- Insert comments and revision suggestions into existing Word documents
- Handle heading hierarchies, paragraph spacing, citations, and list formatting
- Condense a 30,000-word thesis into a precise summary PDF Documents:
- Generate richly illustrated professional PDF reports with covers, table of contents, body text, and figure captions
- Re-edit and reformat existing PDFs without professional typesetting software
- Extract specific information from hundred-page PDFs
- Compare subtle differences across multiple contract versions
How to use Kimi Docs?
Entry Points:
- General: Click Docs, Sheets, or Slides shortcuts in the sidebar or chat box
- Dedicated: Click "Docs" button at the bottom of the chat box
Method 1: visit the Kimi Docs page

- Open browser: Chrome, Safari, Edge, Firefox, or any major browser
- Go to: kimi.com/docs
- Log in: Sign in with your Kimi account (Google or email)
- Enter a task:
- Text input: Type a task in natural language
- Upload a document for editing
- Browse examples: Click "Make one like this," customize, then send
- Start creating: Choose a template or create via conversation

Describe your needs directly, e.g., "Create an XX report for me." Or upload an existing Word/PDF/Excel file and specify operations. Download the original-format file (.docx / .xlsx / .pdf) to continue editing locally.
Method 2: mobile app
The Kimi app is available on iOS and Android. Tap the Taskbar → switch to Docs mode.
Method 3: general Agent mode
Select the K3 model and enter a document-related task. Kimi will invoke reading and writing tools.
Kimi Sheets
Kimi Sheets understands cell relationships, cross-sheet linkage logic, and produces .xlsx files directly in the browser.
Key capabilities
| Capability | Description |
|---|---|
| Bulk data entry | Extract data from documents — e.g., pull exhibitor info from PDF into a 1,000-row Excel file |
| Multi-source consolidation | Merge 50 different department Excel reports into a single company summary |
| Natural language input | Autonomous web search with intelligent spreadsheet generation |
How to use Kimi Sheets?
Click the "Agent" button at the bottom of the chat box, or select the "Sheets" shortcut in the sidebar.

You can say: "Search the web and compile the latest publications on XX field into an Excel document," or upload an existing Excel/CSV file and specify operations. Preview online, then download the .xlsx file.
Target audience
| Audience | Use Cases |
|---|---|
| Office professionals | Quickly generate work proposals, briefing materials, and meeting minutes |
| Researchers | Consolidate research materials, interview records, and industry reports into white papers |
| Academics | Convert papers and literature reviews into summaries; compute experimental data |
| Legal professionals | Leverage powerful review and annotation capabilities for legal document revision |
| Entrepreneurs | Rapidly produce business plans, partnership proposals, and investor materials |
| Investment analysts | Drive DCF modeling, financial forecasting, and valuation analysis with natural language |
| Marketing & operations | Aggregate multi-channel data, competitive comparisons, and campaign performance analyses |