Use case

AI Knowledge Base (RAG)

Central access to standards, contracts, SOPs, and internal knowledge — via natural language. Employees find answers faster, compliance requirements stay top-of-mind, and new colleagues become productive sooner.

AI knowledge base combines standards, contracts, and internal knowledge and makes it searchable via natural language
Definition

What is an AI knowledge base?

An AI knowledge base is an internal information system that bundles central search across an organization's released documents — standards, contracts, SOPs, and policies. Employees ask questions in natural language and receive answers with source references, respecting existing access rights and document versions so only the currently valid version is used. Through Retrieval-Augmented Generation, every answer stays tied to verified internal knowledge — a cornerstone for compliance, audit security, and faster onboarding.

The situation

Knowledge exists — just not where you need it

Standards, contracts, and procedures are scattered across drives, intranet, and mailboxes. Finding the right current passage costs time every day.

Scattered knowledge

Documents live in different systems, folders, and versions. What's current — and where is it? This question wastes time everywhere.

Dependency on individuals

Much knowledge lives in the heads of experienced colleagues. When they're unavailable, work stalls or decisions are made by guesswork.

Compliance risk

Using outdated versions or wrong procedures creates errors, rework, and risks in audits and contract execution.

How it works

How the RAG knowledge base operates

Retrieval-Augmented Generation combines a language model with search across your released documents — answers stay tied to your real knowledge and are verifiable.

Unlock knowledge

Standards, contracts, SOPs, and internal documents are ingested, structured, and made searchable while respecting access rights.

Ask a question

Employees ask in natural language — without knowing file locations, document structure, or search terms.

Retrieve matching passages

The system finds relevant sections in authorized documents and provides them as context.

Answer with source

The answer is formulated exclusively from the found content — with reference to the underlying document.

The benefit

Find faster, decide with confidence

  • Answers in seconds instead of searching multiple systems
  • Traceable through source references to the original document
  • Current valid versions instead of outdated editions
  • Less dependency on availability of individual experts
  • Compliance requirements stay visible and verifiable in daily work
  • Faster onboarding — new colleagues become productive sooner
  • Access within existing permission frameworks
  • Knowledge stays with the organization even when people move on
Integration & Governance

Connected to DMS, SharePoint, and access controls

A knowledge base delivers real value only when connected to your actual repositories: your document management system (DMS), SharePoint and intranet, and standards and contract registries. Version control is critical — the principle is "only the current valid standard counts": superseded versions are no longer used as the basis for answers. At the same time, the system must mirror your existing permission and access concepts so each user sees only documents they are authorized for. There is no off-the-shelf solution for this.

That's why for the project phase we integrate an experienced interim manager directly into your organization to safely manage DMS and SharePoint integration, version and release logic, and access and change governance.

How integration works
  • Integration with DMS, SharePoint, and intranet
  • Version control: only the current valid standard applies
  • Mirroring of existing permission and access concepts
  • Logging and source references for audits
  • GDPR-compliant operation in controlled environment
Frequently asked

Answers to your questions

What is an AI knowledge base?

An AI knowledge base is an internal information system for your released documents — standards, contracts, SOPs, and policies. Employees ask questions in natural language; the system retrieves matching passages and answers based exclusively on this content, with source references and respecting access rights and document versions. It serves internal knowledge management, compliance, and onboarding.

What content can be integrated?

Typical sources include standards and guidelines, contracts, Standard Operating Procedures, work instructions, manuals, protocols, and internal knowledge articles. Content from PDFs, Office documents, intranet, SharePoint, and existing document management systems can be integrated.

How do we ensure only the current valid standard is used?

The knowledge base is coupled to the version and release logic of your document management system. Answers are based on the currently valid, released version; superseded or withdrawn versions are no longer used as the basis for answers. Source references show which document and version an answer comes from — critical when only the current standard counts.

Who is allowed to see which documents?

The knowledge base reflects your existing role and permission concepts. Each user receives answers only from documents they are authorized to access — confidential contracts or personnel records remain invisible to unauthorized parties. Access can be logged, supporting audit and compliance requirements.

How does the knowledge base differ from a service chatbot?

The knowledge base is internally focused: for employees who must quickly find current, authorized passages in standards, contracts, and SOPs — with emphasis on compliance, version control, and access management. The technical service chatbot targets after-sales and combines product documentation with spare-parts catalogs and serial numbers. Both use RAG but serve different use cases and audiences.

How are access rights and compliance addressed?

The knowledge base can be coupled to existing permission concepts so each user sees only authorized content. Source references and logging make answers traceable and support compliance and audit requirements. Operating model and data protection are defined together with your IT in accordance with GDPR.

How does the knowledge base help with onboarding?

New employees receive answers to their questions in natural language without needing to know document storage locations, structure, or search terms. They find requirements, procedures, and context faster and become productive sooner.

What does implementation cost?

We cannot responsibly quote flat rates because effort depends on your sources — document quantity and structure, complexity of version and permission concepts, number of systems to integrate like DMS and SharePoint, and desired operating model. In a free consultation, we define a meaningful starting scope and estimate effort for a first, clearly defined expansion stage.

Which knowledge do you want to make accessible?

In a free, no-obligation consultation, we examine together which sources are suitable for an AI knowledge base and where the greatest impact lies for speed and compliance. Our ROI Calculator provides initial insights.

Book a free consultation Calculate savings potential