Webinar recording: why AI fails without context – and how migRaven.MAX makes concrete risks visible.
Modern IT infrastructures generate large volumes of data and dependencies that are hard to survey completely with traditional tools. migRaven.MAX helps IT managers analyze this information in a structured way and derive reliable insights and prioritized measures from technical parameters.
Thanks to the unique combination of a specialized language model and a deep knowledge graph of your own infrastructure, migRaven.MAX delivers answers that are tailored precisely to your environment – from the BSI audit and AD hardening through to license optimization. One thing remains unchanged: full sovereignty over your data stays with you, because the system relies on local data sovereignty and the highest security standards. Discover in this video how „Consulting-as-a-Feature“ takes you from merely administering your IT landscape to shaping it strategically.
Watch the webinar recording now:
migRaven.MAX: when AI really understands your IT infrastructure
The world of IT administration is facing a revolution. While conventional AI models often stay on the surface or even „hallucinate“, migRaven.MAX is a solution entering the market that not only analyzes your IT infrastructure but understands it in the deepest detail. In this article you will learn how the combination of artificial intelligence and a Knowledge Graph fundamentally changes your IT management.
The end of AI hallucinations: why context is everything
The biggest problem when using generic AI models such as standard ChatGPT is the missing link to your own reality. Without knowledge of your specific servers, permissions and group policies, an AI only delivers general advice.
migRaven.MAX solves this problem with what is known as the trinity: the interplay of a language model (LLM), the human asking the questions and a Knowledge Graph (the „Brain“). This Brain holds all the information about your IT infrastructure in a highly interconnected form. The result is Actionable Intelligence: answers that are tailored precisely to your environment instead of generic best-practice tips.
Three practical scenarios: efficiency at the push of a button
migRaven.MAX is far more than a chatbot; it is a tool for Consulting-as-a-Feature. Here are three areas in which the system delivers immediate added value:
- BSI compliance & risk audits: Instead of checking hundreds of parameters manually, MAX generates, at the push of a button, complete BSI-compliant audit reports. In doing so, the system accesses the current recommendations of the BSI and mirrors them against your actual configuration.
- GPO analysis at maximum complexity: In grown structures with thousands of group policies (GPOs), it is easy to lose the overview. MAX resolves inheritance, identifies competing settings and explains to you exactly which policy takes effect where.
- Cloud license optimization: Are you paying for Microsoft services that nobody uses? MAX analyzes application endpoints in the cloud and compares actual usage with your assigned licenses. This makes it possible to identify unused subscriptions and reduce costs drastically.
The technology behind it: why graphs beat relational databases
Classic relational databases reach their limits when analyzing complex IT dependencies. migRaven therefore uses a Neo4j graph database, which links more than 90 data sources – from Active Directory to SharePoint through to local file servers – with one another. Thanks to more than 100 intelligent links (edges) the system understands relationships that remained hidden in tables.
This information is prepared by means of personas. Whether as a CEO you need a quick risk check or as an IT administrator you are looking for a ready-made PowerShell script to fix a problem – MAX delivers the information in the language appropriate to your role.
Maximum security and GDPR compliance
A decisive factor for companies is data sovereignty. migRaven.MAX is not a purely cloud-based system. The sensitive metadata of your infrastructure is stored in local databases on your own premises. For processing, AI models in your own Azure Tenant are preferably used, which ensures that your data is not used to train public models and remains within German data centers.
Conclusion: from knowledge to action
With migRaven.MAX you get a system that supports the entire IT lifecycle – from analysis through explanation to active Clean-up (e.g. through „Gruppenschnippeln“). It helps with the onboarding of new employees, supports complex migrations and even creates requirement specifications for external service providers.
Further information
If you would like to learn more about the solution approaches, you will find further details here:
All information on migRaven.MAX and data protection
Everything about the new IT expert migRaven.MAX




