IntelligentGraph is a solution that combines knowledge graphs and embedded analytics. It offers the capability to perform analytics directly within RDF graphs, eliminating the need for custom code or spreadsheets. By storing data in a knowledge graph, which represents the real world as a network of interconnected things, IntelligentGraph enables ad hoc numerical analytics over this data. It embeds calculations within the knowledge graph, allowing them to be aware of neighboring nodes and edges. IntelligentGraph is applicable to any application that requires analytics applied to data. It provides a more efficient and integrated approach to data analytics compared to traditional methods.
| Signal | Change | 10y horizon | Driving force |
|---|---|---|---|
| IntelligentGraph = Knowledge Graph + Embedded Analytics | Embedding analytics in knowledge graphs | Knowledge graphs become the standard storage organization | Simplifying calculations and data analysis |
| Spreadsheets as dominant analytics tool | Shift from spreadsheets to knowledge graphs | Spreadsheets are no longer the primary tool for analytics | Better representation of real-world data |
| Exporting knowledge graph data to perform analytics | Performing analytics within the knowledge graph | Elimination of exporting data for analytics | Efficiency and integration of analytics |
| Industrial Internet of Things (IIoT) application | Applying IntelligentGraph to IIoT data | Improved monitoring and analysis of industrial processes | Optimization of industrial operations |
| Separation of data and analysis in traditional approach | Integration of data and analysis in IntelligentGraph | Seamless connection between data and analysis | Improved data integrity and analysis accuracy |
| Scripting languages for IntelligentGraph | Adding intelligence to RDF4J graphs | Enhanced capabilities for data analysis | Flexibility and extensibility of analytics |
| Performance optimization for IntelligentGraph | Caching and rejection of circular functions | Improved efficiency and speed of calculations | Enhanced performance of data analysis |
| Debugging and tracing capabilities in IntelligentGraph | Debugging and troubleshooting IntelligentGraph scripts | Identification and resolution of script issues | Improved accuracy and reliability of analysis |