Knowledge Agents
Context-based answers. With source. With rule version.
At a Glance
Source-Verified
Every answer with source reference, rule version, and validity date
5 Anti-Hallucination
Retrieval-first, source verification, confidence, no speculation, audit trail
4 Channels
Teams Bot, SharePoint, web interface, API - where your employees work
RAG Pipeline
Versioned indexing of all knowledge sources with automatic updates
Decision Layer
Confidence scoring and routing - on uncertainty, referral instead of answer
Instant Answers
Seconds instead of hours - consistent across all locations and time zones
Definition: Knowledge Agent
A Knowledge Agent is a specialized AI agent that delivers context-based answers from enterprise knowledge. It uses a RAG pipeline (Retrieval-Augmented Generation) to find relevant information from deposited documents and answer in the correct context.
Core principle: every answer includes the source reference and rule version. A Knowledge Agent never answers a question without a source reference.
Example
Question: "How many days of special leave do I get for relocation?"
Answer: "According to Company Agreement BV-2024-007, § 3 Para. 2 (Version 2024.2, effective since 01.04.2024), you are entitled to 2 working days of special leave for relocation. For employees covered by collective bargaining agreements, § 29 TV-L additionally provides 1 further day."
- Source is provided
- Rule version is documented
- When interpretation is ambiguous: referral to HR
Knowledge Sources
- Company agreements - versioned, with validity period
- Collective bargaining agreements - per region, per entity
- Internal policies - travel policy, expense policy, IT policy
- Compliance handbooks - regulatory requirements
- FAQ catalogs - frequently asked questions with verified answers
- Process documentation - Standard Operating Procedures
Architectural Safety Against Hallucination
- Retrieval-First: The agent searches for relevant documents before answering
- Source verification: Every statement must be traceable to a specific source
- Confidence score: With low confidence, no answer is given - instead, a referral
- No speculation: When information is missing or contradictory, the agent refers to the responsible department
- Audit trail: Every answer is documented with source, version, and confidence
Knowledge Agent vs. Enterprise Search vs. Standard Chatbot
| Knowledge Agent | Enterprise Search | Standard Chatbot | |
|---|---|---|---|
| Result | Specific answer with source | List of documents | Generated answer without source guarantee |
| Source citation | Always - with version and validity | Link to document | None or unreliable |
| Hallucination | Architecturally prevented (5 measures) | Not applicable | Frequent - no control |
| On uncertainty | Refers to responsible department | Shows more results | Gives an answer anyway |
| Audit Trail | Complete per answer | Search log | Chat history |
In Practice: HR Inquiries
Scenario: 200 HR inquiries per month (leave entitlements, special arrangements, company agreements)
Before (manual)
- 15 minutes per inquiry (HR researches, checks agreements, responds)
- ~50 hours per month
- Inconsistent answers depending on the handler
- Wait time for employees: hours to days
After (Knowledge Agent)
- 78% answered instantly (156 inquiries) - seconds instead of hours
- 22% escalated to HR (44 complex cases) - with context
- ~11 hours per month (escalations only)
- 100% consistent rule interpretation
Result: 39 hours saved per month. Employees receive a verified answer instantly. HR focuses on the complex cases that require genuine discretion.
Use Cases
HR & People Operations
Questions about company agreements, leave entitlements, special arrangements, parental leave, training budgets. Replacing the "just ask someone" principle.
Compliance & Regulation
Questions about internal policies, regulatory requirements, export control, data privacy. Consistent answers instead of individual interpretation.
Onboarding
New employees get immediate access to relevant enterprise knowledge - without waiting for available colleagues.
Integration
- Microsoft Teams Bot - directly in daily work
- SharePoint integration - embedded in the intranet
- Web interface - standalone for complex queries
- API - for integration into custom applications
Other Agent Types
Deep Dive in the Agent Briefing
Our article series for decision-makers implementing AI agents in the enterprise.
Knowledge Agent FAQ
What is a Knowledge Agent?
A Knowledge Agent is a specialized AI agent that delivers context-based answers from enterprise knowledge - company agreements, policies, collective bargaining agreements, compliance rules. Every answer includes the source reference and rule version. When unclear, the agent refers to the responsible department.
Does the Knowledge Agent hallucinate?
The Knowledge Agent is designed to answer only based on the deposited knowledge base. Every answer includes the source reference. When information is missing or contradictory, the agent doesn't answer but refers to the responsible department. Confidence scores and source verification reduce hallucination risk architecturally.
What knowledge sources are supported?
Company agreements, collective bargaining agreements, internal policies, compliance handbooks, FAQ catalogs, process documentation. Documents are indexed and versioned via a RAG pipeline (Retrieval-Augmented Generation).
What enterprise knowledge should your first Knowledge Agent unlock?
Talk to us about your specific use case.