Smart knowledge & transfer
The chatbot enables specialist users to find complex information immediately - without manual searching or lengthy reading. This turns knowledge into an active tool.
Time savings for editors and users
Automated analysis and intelligent queries save hours of research work every day. Editors and administrators can concentrate on content instead of searching.
Future-proof knowledge & infrastructure
The architecture of the chatbot is scalable, GDPR-compliant and expandable. New data sources can be easily integrated - the solution grows with demand.
Data analysis target definition
Together with the editorial team, the existing content landscape was examined and prioritized. P&M defined the relevant sources, subject areas and interfaces for the AI-based search. This created a clear basis for structure, data quality and subsequent scaling.
Normalization preparation
Unstructured PDFs and articles were automatically extracted, cleansed and standardized. This data preparation created a consistent knowledge base that can be semantically analyzed and provides the chatbot with reliable information.
Vectorization of the database
A Weaviate vector database was created on the basis of the cleansed content. It links information semantically and enables the system to recognize connections between topics - regardless of file format or text structure.
Integration of RAG LLM
P&M then linked the vector database to a large language model (OpenAI GPT) using a RAG architecture. This resulted in an adaptive system that responds to complex questions in natural language and obtains comprehensible sources.
Frontend development testing
The chat interface was designed to be modern, accessible and intuitive. A multi-stage test process ensured performance, relevance and response quality - with a focus on user-friendliness and data protection.
Go-Live further development
After going live, P&M provides ongoing support - with monitoring, regular updates and continuous optimization of response quality through feedback loops.
Result
A future-proof modern platform
The result: an intelligent, editorially validated chatbot that makes all of Kommune21's expertise immediately accessible - context-sensitive, dialog-oriented and secure.
- Relevant results in seconds instead of minutes
- Seamless integration into the existing website
- 100% GDPR-compliant processing
- High scalability for growing content volumes
Cases
Success stories that inspire
Corporate Website
Wedolo
Corporate Website
Wedolo
Corporate Website
Wedolo