Knowledge Graphs are one of the most comprehensive ways to structure complex data and establish connections and correlations between data points. They can homogenize information from different sources and unify formats. This allows software agents to perform detailed searches that take these connections into consideration and react automatically as the data changes. These agents are ideal pipelines into Large Language Models, that can handle complex queries based on the combined info.
There are widespread uses for this kind of data processing. In a manufacturing context, it can mean unifying user manuals, security advisories, cabinet schematics and wiring diagrams, etc. so that an operator can use agentic AI to guide them through troubleshooting steps. Security services all over the world also rely on this technology to trace suspects and coordinate knowledge and activities between different branches.
While knowledge graphs already help with combining and sifting through existing data silos, the next step is connecting them to real-time data. This will lead to the emergence of a whole new generation of AI and data solutions as agents are no longer limited to historical data or records. Coming back to the manufacturing example, AI-powered autonomous agents can now give the operator constant updates on machine and production status and point out developing anomalies before they become problematic.
That is why Xentara and ValueMiner have decided to pool their knowledge and combine their technologies. With Xentara’s leading software-defined automation platform, ValueMiner’s solutions will have transparent real-time data access to any number of heterogeneous data sources, already homogenized and structured in a semantic model. The joint solution will employ Xentara’s native WebSocket connector for lightning fast and easily configurable access.
Both companies stand to gain from this joint venture as Xentara will be able to more easily and directly introduce sovereign AI and lean agent systems to complex projects while ValueMiner opens up a wealth of new, dynamic data sources for their leading knowledge graph technology. Several concrete applications based on customer inquiries are already being planned, including automotive and defense solutions.