January 28, 2026

What Have Federated Search and Model Context Protocol in Common?

Model Context Protocol (MCP) is the new silver bullet for tool access and knowledge retrieval. It becomes an integral part of how AI systems will work in future. In contrast to offering organizations to form their own step by step processes in AI pipelines, modern LLMs first think and then perform the processes internally...

January 16, 2026

A Brief Introduction on Microsoft Search

Before ChatGPT began disrupting the market, enterprise search was the most important tool for retrieving knowledge in large organizations. This means that when using the search box within the intranet, users were directed to an enterprise-internal search engine, which indexes the most important knowledge sources of the enterprise...

January 7, 2026

Why Classical Search Often Still Matters

There are many classical search use cases which complement AI and chat bots. In this post, we give a brief overview on such use cases, where users love enterprise search and love working with classical blue links...

January 2, 2026

The January 2026 release of our Retrieval Suite

The current release of our Retrieval Suite brings new out of the box RAG and AI workflows as well as detailed views for understanding workflow and query executions. In our blog post Transparent AI and RAG Workflows , we already shared a preview on the analytical capabilities of the Retrieval Suite...

December 17, 2025

Transparent AI and RAG Workflows

If you are struggling with getting the right answers in your AI application then likely the retrieval workflows are not always optimal. Reasons can be manifold and hard to debug. This is why from now on the Retrieval Suite a UI-based tracing for query execution flows...

December 9, 2025

Integrating your Enterprise Knowledge in Open WebUI

Open WebUI is a self or cloud hosted interface for interacting with AI and LLMs. It is easy to run and provides a sound foundation for your enterprise wide AI project. However, the question is, how do you get really relevant answers based on your enterprise knowledge? Wrong Answers, Lack of Knowledge or Lack of Permissions? Open WebUI brings its own vector database which can be used to store internal knowledge...