Build Cursor-like experiencesfor document editing
Let your AI understand document content and schema, make precise edits, and stream content into the editor. Ship chatbots, autocompletion, and proofreading features in minutes instead of months.
Context-aware editing with live selection
AI-powered suggestions as actionable diffs
Accept or reject changes instantly
Stream results directly in the editor
Works with any custom schema
Editing superpowersin a fraction of the time
The AI Toolkit equips your AI models to read, understand, and edit documents with speed and reliability. Transform your chatbot into a document collaborator.
Give users controlto trust your AI
Make every edit visible, reviewable, and reversible. The AI Toolkit turns mysterious AI operations into transparent collaboration your users actually trust.
Review before accepting
Track-changes UI for every AI edit – users decide what stays or goes.
Justify AIÂ edits
Require your agent to explain changes by leaving contextual comments.
Undo without fear
Pair with the snapshot extension for full version history and instant rollback.
Highlight every AI change
Auto-scroll to each new edit as your AI streams changes in real time.
Set AI boundaries
Define exactly what AI can and cannot edit – enforce read/write rules easily
Audit every operation
Keep a complete log of document changes – see who edited what, when, and why.
Your AI can think…teach it to write!
The AI Toolkit turns your agent into a real-time writing assistant: stream edits as they happen, collaborate with suggestions, and patch changes instantly.
Built forcontent that matters
Your AI understands your domain. Our toolkit makes it fast. Together, they handle grant proposals, legal documents, and technical content with the precision experts demand and the speed users expect.
Developer Docs
Code with clarity: Explore comprehensive documentation and examples to jumpstart your journey with Tiptap.
Frequently
 askedquestions
Tiptap AI Toolkit pricing is separate from AI provider costs. However, you can use the AI Toolkit features to reduce your token cost by retrieving content in chunks and leveraging our optimized patch format for small, precise edits.
Yes, the AI Toolkit is built on Tiptap's extension architecture. It works alongside your custom marks, nodes and extensions. The AI can be configured to understand and generate content using your custom schema.
Business and Enterprise plans include unlimited AI Toolkit usage. You only pay for API calls to your AI provider. There are no additional Tiptap charges.
Yes, the AI Toolkit is compatible with Tiptap's collaborative backend. Multiple users can see AI streaming and edits in real-time within collaborative documents. Suggestions are only visible to the user executing the AI prompt until they accept the changes.
Server-side tool execution is currently the highest priority item on our roadmap!
The AI Toolkit is a client-side library that is GDPR-neutral. It integrates with your choice of an AI provider.
Yes. You have full control over prompts, tools and UI. The AI Toolkit provides default tool definitions, but also Editor API primitives that you can use to create custom tools and build your own AI user experience.
A 30 minute session with our core engineers covering your use case deep-dive, AI Toolkit architecture, integration planning and immediate setup with NPM packages and Slack channel access.
Yes, you can provide your custom schema definition with the Schema awareness feature to make your AI automatically understand your custom elements structure and output valid properties. For example, if you have custom "citation" nodes or "legal clause" components, the AI will generate and edit them correctly after you've specified them as part of the Schema awareness feature.
The AI Toolkit is available exclusively to Business and Enterprise customers. Business plan customers can subscribe directly, while Enterprise customers must purchase the AI Toolkit as part of their custom contract. Once you have access, you can schedule an onboarding call from your Cloud dashboard and join a dedicated Slack channel with Tiptap's core engineering team.
The AI Toolkit can be used with any AI model of your choice (that can output text). Find a list of the best AI models to use with the AI Toolkit in the docs.
The AI Toolkit is also compatible with any AI agent library or framework. The tool definitions of the AI Toolkit are available in the format of popular AI provider libraries like Vercel AI SDK, LangChain.js, OpenAI, Anthropic and Mastra. Other providers can also be integrated by creating a custom adapter library as described in the docs.
Absolutely! The AI Toolkit is framework-agnostic and works with LangChain, the AI SDK by Vercel, Anthropic SDK, OpenAI or any other custom AI model or agent. Instead of rebuilding your backend you're adding document editing capabilities to your existing stack.
Yes, the AI Toolkit reads content in chunks and can process only relevant sections instead of entire documents. Once your agent writes into your document it can write and return suggestions in under a second.
Once your agent has started outputting content the first token appears immediately. Users can see the progress in real-time instead of waiting for your agent to finish. With the Toolkit your agent can stream both simple content and custom React components.
The AI Toolkit augments your integrated AI agents with precise, fast document-editing capabilities, enabling them to read and write directly within your editor.
By contrast, when a frontier model is integrated without the Toolkit, it can neither read documents efficiently nor write into them with precision, creating friction for both simple and large edits.
With the AI Toolkit in place, your agent can stream responses in real time, understand your document schema, and apply edits at scale across multi-page documents so users no longer need to copy and paste into ChatGPT or Claude to adjust their content.