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Industrial Automation

A collection of 3 posts
Manufacturing AI execution layer operating above ERP inside a secure customer-controlled infrastructure boundary
AI

Hannover Messe Was the Signal: Manufacturers Need AI Execution Layers, Not ERP Copilots

TL;DR: An AI execution layer for manufacturing is replacing the old idea of an ERP-centered operating model. The shift matters because plants do not win by adding another copilot panel to SAP or Oracle. They win by putting governed AI workflows above ERP: close to MES, quality, m
May 15, 2026 9 min read
Manufacturer-owned on-prem AI execution layer connecting ERP and plant systems
AI

Why Manufacturers Are Rebuilding ERP Workflows Around On-Prem AI Agents

TL;DR: On-prem AI agents for manufacturing are replacing rigid ERP workflow layers because plants need faster exception handling, tighter data control, and systems that can act across MES, quality, maintenance, procurement, and finance without shipping operational logic into a ve
May 13, 2026 9 min read
Factory operations workflow connected to manufacturer-owned on-prem AI agents across ERP and MES systems
AI

Why Manufacturers Are Rebuilding ERP Workflows Around On-Prem AI Agents

TL;DR: On-prem AI agents for manufacturing are replacing rigid ERP workflow layers because plants need faster exception handling, tighter data control, and systems that can act across MES, quality, maintenance, and finance without shipping operational logic into a vendor black bo
Apr 29, 2026 9 min read
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