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September 17, 2025
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 Altair-Real_World_Knowledge_Graph_Use_Cases__Connecting_Enterprise_Data_at_Scale.pptx.pdf

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September 17, 2025
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  1. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    Real World Knowledge Graph Use Cases: Connecting Enterprise Data at Scale Boris Shalumov Director, Solution Architecture Altair
  2. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    2 © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. DISCRETE MANUFACTURING Immense product complexity in configurations, supply chains, software versions and parts CONTINUOUS MANUFACTURING Complex process chains, extremely low error margins and high regulatory requirements BANKING & FINANCIAL SERVICES Extremely complex interdependencies of systems and actors, fraud and prediction models Every large enterprise must deal with “Chaos”. One small change— in product design, a regulatory update, a supplier delay, changes in the market or shifting customer expectations—can cause a chain reaction across departments, systems, processes, supply chains.
  3. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. Enterprise KNOWLEDGE GRAPH Lightning-fast GRAPH ENGINE End-to-End Value Chain Analytics GSK Gains Unprecedented Insight and Scalable AI Through Impact Chain Discovery and Adaptive Analytics CASE STUDY Altair Graph Studio Altair Graph Lakehouse
  4. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    4 © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. THE ACCELERATOR: ALTAIR RAPIDMINER Altair RapidMiner An agile development platform for modernization, automation, and AI innovation at scale — backed by an industry leader in high-performance computing, AI, and knowledge graph software. Differentiated technology that drives clear results. Diverse and Distributed Data Universal Data Overlay Complete AI + Automation Toolset Specialized Data Applications ALTAIR RAPIDMINER Break Down Data Silos Activate Dark Data Automate Wasteful Processes Democratize Data Insights Build Powerful AI and Agentic Applications Scale up and out 1 2 3 4 5 6 APPS REPORTS ACTIONS ALERTS
  5. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    Enterprise Knowledge Graph and Data Fabric Activate your enterprise data by integrating siloed systems into a shared knowledge graph, create new relationships between disconnected but related sources, and provide universal semantics to get everyone on the same page. 5 Big Data Documents Traditional BI / RDBMS Enterprise Applications Data Lake Data Warehouse ENTERPRISE KNOWLEDGE GRAPH BI Data Science, ML, and AI Automation Data Apps Exploratory Analysis Digital Thread / 360 View ETL / ELT Unstructured Data Extraction Virtualization Streaming PDF, Excel, Text Extraction OT / IOT Data © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. ALTAIR RAPIDMINER: KNOWLEDGE GRAPH + DATA FABRIC
  6. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    Interoperability is in our DNA. Modular and Composable Use only the pieces of the platform that provide value for you Open Architecture Specialized connections to hundreds of applications and sources, including competitors Designed for Scaling Intuitive interface, no code environment, economical and efficient when deployed at scale © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. 6 ALTAIR RAPIDMINER: KNOWLEDGE GRAPH + DATA FABRIC
  7. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    © Altair Engineering Inc. Proprietary and Confidential. All rights reserved. True Digital Twin of the Business Full-stack Generative AI Powerful AI Factory Unique modernization technology AI Factory Build Automation Data Fabric Connect Siloed Data The next evolution. AI Fabric Supercharge GenAI and Agents
  8. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    Build agents that adapt, learn, and improve. 8 © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. THE WAY FORWARD Knowledge Graph Agents Altair Copilot Feedback, History Actions, Outcomes Continuously Improved Context Continuously Improved Context New regulations New Data Sources Changing External Data
  9. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    9 Knowledge Graphs provide Context + Control for AI Modeling and connecting an organization's data in a knowledge graph creates completely new context for generative AI models to work with, helping them provide much deeper insights, act more effectively and stay under control. New, rich information The relationships formed in a knowledge graph between nodes are information themselves, adding a new element to what an AI model can use. Context, tools and history together Generative AI tools need to have the information to act, the ability to act, and the history of what they’ve done before to act. The digital twin of the business provides this. Naturally understandable Graph data is much more easily understandable and readable by a generative AI model than traditional relational data. Built in control and governance Because all data, context, history, tools and agents are represented as parts of the graph, they must comply with the strict rule framework we have already put into the platform. Part Process Machine Claims BOM User AI Agent Inventory 9 © Altair Engineering, Inc. Proprietary and Confidential. All rights reserved. THE WAY FORWARD
  10. © Altair Engineering Inc. Proprietary and Confidential. All rights reserved.

    CHANGING TOMORROW. TOGETHER. altair.com #ONLYFORWARD