This flyer highlights the power of an AI fabric, a transformative technology that takes your organization’s data capabilities to the next level. While data fabrics provide a unified layer that connects and virtually represents all your data without the need for complex schemas or data movement, they are just the first step. The real value comes when you build an AI fabric on top of your data fabric, enabling your organization to fully activate its data and integrate advanced AI solutions into everyday operations. With an AI fabric, your organization can become a data- and AI-driven leader, fostering greater efficiency, collaboration, and innovation.

Altair Graph Studio, part of the Altair RapidMiner data analytics and artificial intelligence (AI) platform, is a comprehensive data discovery and integration toolset that applies a semantic, graph-based data fabric over diverse enterprise data sources. Unlike other data discovery and integration tools, Graph Studio applies a semantic layer to add real-world meaning to structured and unstructured data. Graph Studio creates a single pane of glass for an enterprise’s data, eliminates data silos, activates unused data, and enables on-demand business insights. With knowledge graph technology, Graph Studio provides understandable, comprehensive organizational context to all enterprise solutions, especially those that employ generative AI (genAI).

The growing use of artificial intelligence (AI) presents tremendous opportunities and risks. AI systems influence critical sectors such as military and business operations, making it vital to establish robust governance frameworks. Effective AI governance relies on data lineage—the ability to trace the journey of data from its origin to its use in AI systems. This process ensures AI-generated decisions are based on trustworthy and accurate data, fostering transparency and accountability.

In this white paper, we’ll explore the relationship between data lineage and AI governance, the importance of verification and validation (V&V), and how knowledge graphs ensure AI outputs are reliable, understandable, and traceable.

Altair Graph Studio is a comprehensive data discovery and integration toolset for the enterprise. It enables managers and workers to ask any question across all enterprise data. Unlike other data discovery and integration tools, Graph Studio applies a semantic, graph-based data fabric layer over your data infrastructure, capturing the real-world meaning of all your data sources ‐ structured and unstructured alike. Graph Studio then constructs your data into knowledge graphs at enterprise scale, eliminating data silos and enabling exciting new levels of on-demand business insight.