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AI knowledge management · the engine’s knowledge base

AI knowledge base for business: answers with sources.

Your company knowledge sits in handbooks, wikis and shared drives. The RAGSuite Engine turns it into an AI knowledge base: your team asks in plain language and gets answers from your own documents, with a source to check. Ready at once in the RAGSuite Engine, or on your own server.

Your sources in the index
Employee handbookPDF · 214 p.SharePointPolicies · 312ConfluenceIT wiki · 486Google DrivePrice lists · 96WebsiteProduct pages · 140UploadContracts · 38
Answer with source AI Assistant

„How do I apply for parental leave?“

At least seven weeks before it starts, in writing to HR. The form is in the HR portal under Requests.

Employee_handbook.pdf · p. 41
Answer from your documentsRAGSuite Engine or own server

Key takeaways

  • An AI knowledge base answers questions from your documents and apps, every answer with a source.
  • RAGSuite joins files, websites, SharePoint, Confluence and more in one search index.
  • Start in minutes in the RAGSuite Engine, or self-hosted on your servers.
  • Feedback shows which content is missing or outdated.
Explained simply

What is an AI knowledge base for business?

An AI knowledge base links your documents, websites and apps to a language model. For every question it finds the matching passages and writes an answer with a source. Your team finds information without digging through folders and wikis, and can check every answer. New colleagues find their way faster, and experts stop answering the same question for the tenth time.

AI Search
Notice period logistics framework contract
AI overview

The notice period is three months to the end of a quarter. 1 Price increases above 5% trigger a special termination right. 2

1Framework_contract_logistics.pdf · § 122Price_adjustment_2026.docx · p. 3
Logistics framework contract: term and terminationContracts › Logistics

… may be terminated with three months’ notice to the end of a quarter …

Comparison

Wiki, search or AI knowledge base?

CriterionWikiKeyword searchAI knowledge base
Ask a question–Keywords onlyIn plain language
ResultA page to readList of hitsAnswer with source
Several sourcesThe wiki onlyDepends on systemFiles, websites, apps
UpkeepWrite pagesMaintain indexConnect sources, use feedback

Your wiki stays valuable: it is one of the best sources for the AI knowledge base. RAGSuite reads in Confluence and other stores and makes their knowledge available by question, you move nothing and rewrite nothing.

Use cases

What teams use an AI knowledge base for.

HR and onboarding

Leave, travel, parental leave: answers from handbook and works agreements.

IT support

VPN, passwords, software, from the IT wiki, without a ticket.

Sales and quotes

Find product data, price lists and contracts in seconds.

Service on the website

Answer customer questions from your service pages, with sources.

Website chatbot →
AI knowledge management

AI knowledge management: maintain knowledge instead of searching for it.

Classic knowledge management rarely fails for lack of will, but for lack of time: pages go stale, shares grow, and nobody knows which document applies. An AI knowledge base turns this around. Your team simply asks, and the questions themselves show which knowledge is needed.

In the dashboard you see the most frequent questions, answers without a matching source and poorly rated answers. That becomes a clear list: this document is missing, that one is outdated, this area needs a better source. Departments maintain content where it matters instead of tidying everything at once.

Analytics30 days · sample data
Questions2.41812 %
With source96 %
Helpful94 %
Questions per day
Top questions
How do I request leave?312
Where is the travel expense policy?284
How do I report an IT issue?142
Build it

Build an AI knowledge base, in four steps.

01

Choose sources

Start with one team and the documents people ask about most.

02

Connect or upload

Upload files, crawl the website, connect SharePoint or Confluence.

03

Set model and behaviour

Choose the language model, set tone and rules, such as “only answer with a source”.

04

Roll out and improve

Embed search or the chatbot in the intranet, review feedback, add sources.

Connectors →Quality loop →

Trust

Answers your team can check.

Every answer links the passage it comes from. If you want, RAGSuite only answers when it finds a source, and otherwise says honestly that no matching passage exists. Thumbs, stars and reasons show you where documents are missing or outdated.

Requesting leavehelpful
Travel costs abroadoutdated source
VPN setuphelpful
Hosting

Where your knowledge lives: RAGSuite Engine or your server.

In RAGSuite Engine we run RAGSuite for you: documents, search index and history live in a data centre in Germany, with no servers of your own. Self-hosted, everything stays on your servers or with a host of your choice; with a local language model nothing leaves your network.

Either way, only the question and the matching passages go to an external language model, never whole documents.

RAGSuite Engine →Self-hosted AI →

Cost

What an AI knowledge base costs.

PlanFor whomPrice
CommunityTeams with their own IT who run it themselvesFree, open source
RAGSuite EngineTeams without servers, start in minutesPlans from €39 a month, credits included
EnterpriseSelf-hosted with the full feature set and supportOn request

All pricing →AI cost calculator →

FAQ

Questions about the AI knowledge base.

What is an AI knowledge base for business?

An AI knowledge base answers questions from your company’s knowledge. It links documents, websites and apps to a language model, finds the matching passages for every question and writes an answer with a source. Your team finds information without searching folders and wikis themselves.

How do I build an AI knowledge base?

Start small: one team, the documents people ask about most. Connect these sources, choose a language model and set the answer behaviour. Then embed search or the chatbot in your intranet and improve based on feedback. In the RAGSuite Engine the first test takes an afternoon.

Which documents can RAGSuite search?

Websites via crawling, PDF, DOCX and TXT files, and content from SharePoint, Confluence, Google Drive, Notion, Slack, Gmail and n8n. You re-ingest websites as needed; MCP adds more tools. Every connector is included in every plan, the free Community Edition too.

Can the AI give wrong answers?

Yes, like any language model it can be wrong. RAGSuite lowers the risk: answers are built from passages in your documents, every answer names its source, and if you want the chatbot only answers when it finds a source. That way your team checks before acting.

Where do our documents live?

In RAGSuite Engine, documents, search index and history live in a data centre in Germany. Self-hosted, they stay on your servers or with a host of your choice. Only the question and the matching passages go to an external language model; with a local model, self-hosted, nothing leaves your network.

What does an AI knowledge base with RAGSuite cost?

Self-hosted, the Community Edition is free and open source; you cover servers and the model. The RAGSuite Engine comes in four plans from €39 a month, credits included. Enterprise for your own servers with the full feature set is on request. The AI cost calculator helps you compare.

Jürgen Pietschmann
Jürgen Pietschmann
AI Consultant · RAGSuite Lead

Your AI knowledge base, with your own documents.

Try RAGSuite free for 7 days in the RAGSuite Engine, or we work out in a demo which documents to start with.