Data Context Hub
Data Context Hub: Build your engineering context layer.

Data Context Hub (DCH)

Engineers model their domain ontology on DCH - no code, just the concepts and relationships they already know. The system builds a living, governed knowledge graph across PLM, ALM, ERP, CAD and beyond.

Two layered screenshots of DCH software interface showing data modeling with connected tables and entity relationships, above the DCH blue logo.

1. Data Intake


DCH connects to all your engineering sources - PLM, ALM, ERP, FMEA, requirements, documents, data lakes. Structured and unstructured, on-prem or cloud. No custom pipelines.

2. Ontology Modeling


Engineers model their domain directly on DCH - no code. Entities, relationships, business rules - defined by the people who understand the data, not by IT.

3. Knowledge Graph Creation


DCH instantiates the ontology into a living, governed knowledge graph - continuously synced with your source systems and ready to query.

4. Context Retrieval


The precise context for every question, on demand - entities, relationships, lineage.
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Intake
Revolutionizing Data Integration
Transform the way you handle data with the DCH Context Layer. This advanced tool provides a rich, web-based integrated development environment, tailored to empower tech-savvy domain experts in creating and defining target entity models. It simplifies the process of establishing relationships between objects, making data modeling accessible and efficient.
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Context
Simplifying Complex Data Modeling
Transform the way you handle data with the DCH Context Layer. This advanced tool provides a rich, web-based integrated development environment, tailored to empower tech-savvy domain experts in creating and defining target entity models. It simplifies the process of establishing relationships between objects, making data modeling accessible and efficient.
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Delivery
Empowering Insight Through Contextualized Data and AI Integration
The Delivery layer of the Data Context Hub provides powerful access to contextualized information through an integrated knowledge graph, allowing users to fully understand the context of specific data points. This layer serves as the foundation for seamless integration with generative AI models, enhancing insights and decision-making capabilities.
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Model Your Ontology
Engineers model the engineering reality directly on DCH - no code, no graph DB experts. Entities, relationships and business rules, defined by the people who understand the data. The output: a living, governed ontology that powers everything downstream.
Explore Your Knowledge Graph
DCH instantiates the ontology into a living, governed knowledge graph - continuously synced with your source systems. Navigate entities and relationships visually, or query the precise context for every question. Ready for AI agents, applications and your engineering teams.
3D layered illustration showing a Data Context Hub connected to multiple floating digital data sheets with charts and graphs.
One context layer. Every engineering team.
The Data Context Hub turns fragmented engineering data - across PLM, ALM, ERP, CAD, requirements, FMEA and documents - into one governed knowledge graph that every team can query.

That shared foundation changes how engineering organizations work:
  • Systems engineers trace requirements → design → simulation → operation across every tool, in seconds - not weeks.
  • Program leads see real program health: dependencies, risks, change impact - instead of stitching exports from five systems.
  • Quality, safety and FMEA teams connect failure modes, hazards and design decisions across the full V-cycle.
No more data silos. No more disconnected tools. One queryable engineering context layer.
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Microsoft for Startups Founders Hub logo in gray text.
BMW logo with black and white quadrants in a circular emblem.
Siemens company logo text in bold gray letters.
Virtual Vehicle logo with circular segmented design between words.
Neo4j company logo.
EMPSON logo with the tagline 'Tomorrow. Created Today.' below it.
HAYS company logo in bold uppercase letters.
Logo with bold letters 'VDI' and the word 'Wissensforum' below it.
EBS Universität logo with text and a shield emblem below.