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Building A Data Foundation for AI Readiness in Manufacturing

2 min read White Paper

Artificial intelligence (AI) is no longer optional in smart manufacturing. It's a competitive necessity. But successful AI doesn’t start with algorithms. It starts with clean, contextualized, and accessible data. This comprehensive technical guide is your roadmap to building an AI-ready data foundation that unlocks the full potential of your industrial operations.

What You’ll Learn

This guide offers Digital Manufacturing Leaders and OT/IT Solution Architects a practical framework for building a modern data backbone that powers predictive maintenance, real-time quality control, autonomous operations, and more.

You’ll learn how to:

  • Set the Vision: Understand why data foundations are the key to AI success

  • Architect for Data Liquidity: Unify OT and IT data at enterprise scale

  • Engineer Data Quality: Apply standardization and contextualization best practices

  • Govern with Confidence: Manage data as both a product and a protected asset

  • Operationalize & Scale: Move from pilot projects to AI-driven, self-optimizing plants

Chapters  

  • Why Data Foundations Matter for AI in Manufacturing

  • Data Quality, Standardization, and Contextualization

  • Enabling a Scalable Industrial Data Architecture

  • Data Governance and Metadata Management

  • The Roadmap to AI-Readiness

  • Conclusion: The Path Forward

Whether you’re just starting your journey or scaling across facilities, this guide delivers actionable strategies to accelerate AI readiness and digital transformation.

Ready to future-proof your manufacturing data? Download the guide now to start your journey towards scalable, AI-ready manufacturing operations.

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