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Ragie, worked by an AI employee

Not another app for your team to learn, and not a set of rules for you to build. You hire an AI employee, you give it access to your Ragie account, and you ask it for things in Slack or Teams the way you would ask anyone else on the team. There is nothing to map and nothing to maintain.

  • Developer Tools
  • Connects with a key
  • 31 ready-made tools
  • Asked in Slack or Teams
At work

An illustration of how the conversation reads, not a transcript from a client account.

What Ragie is

Fully managed RAG-as-a-Service for developers

You paste in a key from your own Ragie account. It is kept encrypted, and you can withdraw it from inside Ragie whenever you like.

How a run works

One message in, the work done in Ragie.

  1. 01

    You ask

    You message your AI employee in the chat your team already has open, in one sentence, in your own words.

  2. 02

    It works out the step

    It decides what the job needs in Ragie. You do not pick anything from a menu or wire anything together.

  3. 03

    It does the work

    Signed in to your own Ragie account, inside the access you granted it, doing the thing you asked for.

  4. 04

    It reports back

    It tells you what it did, in the same thread. If it could not do something, it says so rather than guessing.

31 tools it already has

What it can do in Ragie

These are the ready-made tools your AI employee already has in Ragie. It is not limited to them, but it never has to be taught these.

  • Create DocumentTool to upload and process a document file in Ragie. Use when you need to create a new document with support for various formats including text, images, and documents. The endpoint
  • Create Document From URLTool to ingest a document from a publicly accessible URL. Use when you need to add documents to Ragie from external sources. The document undergoes processing steps (pending, parti
  • Create Document RawTool to ingest a document as raw text or JSON. Use when creating a new document from text or JSON data. The document goes through processing steps and becomes available for retriev
  • Create InstructionTool to create a new instruction that applies natural language directives to documents as they're ingested or updated. Use when you need to define structured data extraction or ana
  • Create OAuth Redirect URLTool to create an OAuth redirect URL for initializing embedded connector OAuth flows. Use when you need to set up OAuth authentication for connectors like Google Drive, Notion, or
  • Create PartitionTool to create a new partition for scoping documents and connections in Ragie. Use when you need to organize documents and set resource limits for different workspaces or tenants.
  • Delete DocumentTool to delete a document from Ragie. Use when you need to remove a document permanently from the system. Supports both synchronous and asynchronous deletion modes.
  • Delete InstructionTool to delete an instruction and all associated entities. Use when you need to permanently remove an instruction (irreversible operation). Requires the instruction ID (UUID format
  • Delete PartitionTool to delete a partition and all associated data irreversibly. Use when you need to permanently remove a partition. Returns status 200 for synchronous deletion or 202 for asynchr
  • Get DocumentTool to retrieve a specific document by its unique identifier. Use when you need to get document details, metadata, processing status, or check for errors. Returns comprehensive do
  • Get Document ChunkTool to retrieve a specific document chunk by its document and chunk ID. Use when you need detailed information about a specific chunk within a document, including its content, met
  • Get Document Chunk ContentTool to retrieve document chunk content in requested format with streaming support for media. Use when you need to get the actual content of a specific chunk from a document.
  • Get Document ChunksTool to retrieve document chunks with pagination support. Lists all document chunks sorted by index in ascending order (max 100 items per page). Documents created prior to 9/18/202
  • Get Document ContentTool to retrieve the content of a document by its ID. Use when you need to access the full content of a specific document. The mediatype parameter can be used to request content in
  • Get Document SummaryTool to retrieve an LLM-generated summary of a document by its ID. Use when you need to get a concise summary of a document's content.
  • Get PartitionTool to retrieve a partition by ID with usage statistics and resource limits. Use when you need to get detailed information about a specific partition.
  • Get ResponseTool to retrieve a response by its unique identifier. Use when you need to check the status or details of a previously created response.
  • List Connection Source TypesTool to list available connection source types like 'googledrive' and 'notion' along with their metadata. Use when you need to discover what connector types are available in Ragie.
  • List ConnectionsTool to list all connections sorted by creation date descending with pagination support. Use when you need to retrieve connections, optionally filtered by metadata.
  • List DocumentsTool to list all documents sorted by creation date (descending) with pagination support. Use when you need to browse or retrieve document metadata. Supports filtering and paginatio
  • List Entities By DocumentTool to retrieve all extracted entities from a specific document with pagination support. Use when you need to access structured data that has been extracted from a document by Rag
  • List Entities by InstructionTool to retrieve entities generated by a specific instruction. Use when you need to fetch entities extracted from documents based on a specific instruction's processing.
  • List InstructionsTool to retrieve all instruction records from the Ragie system. Use when you need to view all available instructions that define natural language prompts and entity schemas applied
  • List PartitionsTool to retrieve a paginated list of all partitions sorted by name in ascending order. Use when you need to list available partitions with their configurations and limits.
  • Patch Document MetadataTool to update metadata for a specific document with partial update support. Use when you need to modify document metadata fields without replacing the entire metadata object. Supp
  • Retrieve Document ChunksTool to retrieve relevant document chunks based on a query. Use when you need to search and retrieve document content that matches a specific query, with optional filtering and rer
  • Set Partition LimitsTool to set usage limits on partition pages and media. Use when you need to configure monthly or maximum limits for pages processed/hosted, video/audio processing, or media streami
  • Update Document From URLTool to update an existing document by fetching content from a publicly accessible URL. Use when you need to refresh or replace a document's content with data from a web URL. The d
  • Update Document RawTool to update a document's content from raw text or JSON data. Use when modifying existing document content. The document undergoes processing and becomes available for retrieval
  • Update InstructionTool to update an instruction's active status. Use when you need to activate or deactivate an existing instruction.
  • Update PartitionTool to update a partition's configuration including description, context-aware settings, and metadata schema. Use when you need to modify an existing partition's settings.
Access, and who is in charge of it

You stay the boss of your Ragie account.

Nothing connects until you approve it. You grant access one app at a time, you can take it back the same way, and everything your AI employee does in there is written down where you can see it.

How we handle your data
  • It signs in to your own Ragie account. You are not moving anything into ours.
  • You grant access one app at a time, and you can take it back the same way.
  • Everything it does in Ragie is written down, with what it did and when.
  • Anything you tell it to check with you first, it checks with you first.
Other apps in the same corner of the business

It works in Ragie and the rest of your software in the same job

A real job rarely stays in one place. Reading a message in one app, checking a record in another and writing the result in a third is one request to your AI employee, not three.

See every app

Questions people ask about Ragie

Can an AI employee really work inside Ragie?
Yes. It signs in to your own Ragie account and works in it the way a new hire would, from the chat your team already has open. Nobody installs anything, and nobody learns a new screen.
Do I have to move anything out of Ragie?
No. Nothing moves and nothing is replaced. Your records stay in Ragie, your team carries on in the same screens they used yesterday, and your AI employee works alongside them in there.
How does it get into my Ragie account?
You paste in a key from your own Ragie account. It is kept encrypted, and you can withdraw it from inside Ragie whenever you like. You approve it before anything connects, and you can take the access back the same way you gave it.
What can it actually do in Ragie?
It has 31 ready-made tools in Ragie today, among them Create Document, Create Document From URL and Create Document Raw. The full list is on this page. It is not limited to those, but it never has to be taught them.
Can it use Ragie and the rest of my software in the same job?
Yes, and that is usually the point. Reading a message in one app, checking a record in Ragie and writing the result somewhere else is one request to your AI employee, not three separate ones you stitch together.
Who decides what it is allowed to do in Ragie?
You do. You grant access one app at a time and can withdraw it at any time, anything you ask it to check with you first it checks with you first, and everything it does in Ragie is written down with what it did and when.