
The complete presentation from the webinar of 3 September 2025 — the introduction of migRaven.MAX as the world's first solution that unites corporate knowledge, people and AI into collective, connected intelligence.
From data to connections
Structured data (databases, Excel, CRM, ERP — around 20 %) is easy to search but does not capture connections. Unstructured data (documents, emails, Teams chats — around 80 %) is rich in context but hard to search. The knowledge graph unites both: structured search with full context.
The evolution of search
String search only finds exact matches. RAG understands meaning but works on isolated documents — 500 documents mean 500 isolated searches. GraphRAG follows relationships intelligently: „Find all security gaps in Project Alpha" leads via a few hops to the complete picture — from the project to the person responsible to the security reports and the affected systems.
The aikux.Brain toolkit
Data sources such as databases, emails, SharePoint, Teams, Excel and Active Directory flow into the knowledge graph (GraphRAG on neo4j); applications such as migRaven.MAX, chatbots, analytics and smart search build on top of it. For IT this means: instead of generic scripts without knowledge of the system, MAX works with full IT context — AD structure known, permissions clear, compliance-ready, zero-touch automation.
