Articles tagged as brownfield manufacturing AI

Document as Evidence vs. Data Source: Industrial AI Governance
· Smart Manufacturing

Document as Evidence vs. Data Source: Industrial AI Governance

Anthony Vigliotti, Chief Product Officer at Adlib, identifies a foundational distinction in enterprise AI that most industrial organizations have not yet fully reckoned with. In brownfield manufacturing and regulated industrial operations, the cost of that gap is becoming harder to ignore.The distinction is this: a document can be treated as a data source, or it […]

Read more →
The Most Effective Strategies for Integrating Agentic AI Into Legacy Manufacturing Environments Without a Full Overhaul
· Hybrid Manufacturing

The Most Effective Strategies for Integrating Agentic AI Into Legacy Manufacturing Environments Without a Full Overhaul

Answering the audience’s questionsIntegrating agentic AI into legacy manufacturing does not require replacing existing infrastructure. Panelists from Litmus, ZF Group, CESMII, and Arch Systems at AI Frontiers 2025 outlined a practical six-part approach: free trapped data, add semantic context through ontologies, respect brownfield reality using interface classes, target repetitive tasks nobody wants to do, start […]

Read more →