Closing the Industrial Application Gap
This episode is proudly made possible by FlowFuse. FlowFuse is the industrial application platform that helps operations, maintenance, and IT teams connect any machine, move data between systems, and build applications faster — without replacing the engineers who know the plant best. Built on Node-RED, with the security and governance you need for production environments. Learn more at flowfuse.com.
In this first episode of a 3-part FlowFuse mini-series on Unplugged: An IIoT Podcast, hosts Phil Seboa and Ed Fuentes sit down with Kristopher Sandoval, Developer Advocate at FlowFuse, to unpack the application gap in industrial operations.
The application gap is the growing distance between how many applications industrial teams need and how fast their developers can build them. Operational workflows still live in spreadsheets, local scripts, and one-off dashboards — not because engineers lack ideas, but because they lack the capacity to build and maintain everything the floor demands.
Kristopher explains how the Node-RED to FlowFuse to FlowFuse Expert stack changes this equation. FlowFuse Expert is an AI co-pilot that builds industrial applications on a Node-RED workspace from a plain-language description. It uses MCP (Model Context Protocol) to connect to FlowFuse platform and community-node documentation for real industrial context — not generic LLM guesswork that reaches 75-80% accuracy and makes assumptions that don't fit real OT constraints.
The result: tasks that once took 10 to 20 hours — building an OEE dashboard, integrating APIs, documenting tribal knowledge — can compress to around an hour, without replacing the operators and OT engineers who know the plant best.
Key topics covered in this episode:
What FlowFuse Expert actually does and how it works
Why MCP matters for industrial AI context
How Expert compresses development from 10-20 hours to about 1 hour
Tribal knowledge: Expert generates documentation as you build
Who FlowFuse Expert is for: OT engineers, system integrators, IIoT teams
Learn more about FlowFuse: flowfuse.com/docs