Kimi

Kimi is an AI workspace developed in-house by Moonshot AI for conversational assistance, research, document and spreadsheet work, slide creation, coding, and agent-based automation. It is available through the Kimi website or app, with separate developer access through the Kimi Open Platform.

What it does

Kimi combines web-connected search, deep thinking, multimodal reasoning, and ultra-long text conversations in one assistant. Its workspace includes dedicated entry points for Slides, Deep Research, Docs, Build, Sheets, and Design. The product is also presented as a broader family of tools: Kimi Work is a desktop agent that can use local files and the web; Kimi Code is a coding agent for terminals and IDEs; and Kimi Browser Extension allows agents to navigate, click, fill forms, and extract online data.

Kimi's Agent workflow is goal-oriented. According to the official documentation, a user submits a goal and the Agent plans subtasks, selects tools, executes work, adjusts and retries when errors occur, and returns deliverables. Supported output examples include code projects, reports, Word and PDF files, spreadsheets, presentations, and deployed web pages. The documentation also describes Agent Swarm as coordinating up to 300 sub-agents and supporting more than 4,000 tool calls; these are vendor-documented capabilities rather than independently verified limits.

Notable capabilities

• Web-connected search and research, including a dedicated Deep Research workspace.
• Multimodal reasoning and conversations that support ultra-long text.
• Creation and handling of documents, spreadsheets, presentations, reports, and other work outputs.
• Coding support through Kimi Code for terminals and IDEs, alongside a browser extension for online interaction and data extraction.
• Agent and Agent Swarm workflows that plan subtasks, use tools, recover from errors, and produce deliverables.

Who it helps

Kimi is aimed at people whose work spans research, writing, analysis, presentation production, spreadsheets, software development, or repetitive browser tasks. Knowledge workers can use the general workspace and specialized tools, while developers can access the underlying models and tools through the Kimi Open Platform. Teams or individuals evaluating agentic automation should verify whether the requested tools, output formats, and level of human review fit their workflow.

How it fits a workflow

A practical workflow can begin with a high-level objective rather than a manually specified sequence of steps. Kimi's Agent can break that objective into subtasks, perform tool calls, and return a finished artifact. Users who need local-file access may use Kimi Work; developers may use Kimi Code in a terminal or IDE; and API-based applications can use the Kimi Platform. The official documentation distinguishes Kimi Code membership subscriptions with included quota from Kimi Open Platform pay-as-you-go billing, but the cited pages do not provide specific current prices.

Strengths and limits

Kimi's main strength is breadth: chat, research, office-style production, coding, browser operation, and agent orchestration are presented within one product family. Its long-context and multimodal features may suit source-heavy knowledge work. However, the largest agent scale and tool-call figures are vendor claims, not independent benchmarks. The product's exact costs, quotas, and suitability for a particular task should therefore be checked against the relevant current plan or platform documentation before deployment.