White paper

Unifying industrial data with agentic AI

02.27.2025

Today, over 80% of industrial data is left unanalyzed due to data silos, inconsistent naming, and data fragmentation. Traditional, manual data unification projects have struggled to overcome these challenges and deliver a scalable, unified data model. This whitepaper, “Unified Data Model: Applying Generative AI for Data Unification,” offers a perspective on the role of agentic AI and Small Language Models (SLMs) in reducing manual processes to create a unified data model. This approach can automate data ingestion and normalization, resolve duplicate entities, and integrate knowledge graphs for AI-powered use cases.

Additionally, this whitepaper outlines a clear pathway to achieving a robust data unification process that concurrently yields a unified namespace. Using a midstream oil and gas scenario, see how this AI-driven approach significantly reduces costs and project timelines. While only one industry example is provided, the underlying approach and processes apply to adjacent industrial verticals with similar challenges.

Discover how this cutting-edge technology has the potential to transform industrial data strategies and unlock $1 trillion in global economic value. Download this whitepaper today and gain insights on the future of industrial data management using a unified data model.

Access now

See more

 
03.27.2026 Blog

Why Industrial AI Fails at the Data Layer — and How IRIS Foundry Solves It Architec...

Industrial Square Icon Svg
 
03.25.2026 Video

IRIS Forge + NVIDIA Omniverse

Industrial Square Icon Svg
 
02.25.2026 White paper

From Data to Decisions: How Agentic AI with IRIS Flows is transforming industrial ope...

Industrial Square Icon Svg