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