Physical AI Data: What World Models Can’t See
The models are here. The data isn't. A recent AWS post on Archetype AI's Newton shows how far industrial AI has ...
A Free Historian Won’t Fix Messy Industrial Data
TDengine removed the licensing cost from a full-featured industrial historian and data platform when it launched ...
On-Prem AI Deployment: Why Self-Hostable Frontier AI Matters for the Shop Floor
Two frontier-class AI models shipped within 72 hours of each other. One is downloadable today under an MIT ...
The Model Is Only Half the Story: Why Industrial Foundation Models Need Industrial Data
Industrial foundation models are showing up in plants and engineering departments. The companies building them are ...
Big Data in Manufacturing: Why Most of It Never Gets Used
One sensor on a GE gas turbine engine generates roughly 500 gigabytes of data per day. At that rate, a single ...
The Ontology Layer: Giving AI the Context People Take for Granted
It organizes the data AI can see. Someone still has to sense the physical world.Operations software has always ...
What Is Operational Intelligence? A Guide for Industrial Operations Leaders
AI models only see what's digitized. Most operations floors aren't. Equipment runs without a sensor attached, ...
Industrial Edge AI Is Reshaping Decision-Making — What It Actually Requires
You've got budget approved for an edge AI pilot. A vendor is promising real-time predictive maintenance or quality ...
Schneider’s $3.1B Bet on Industrial Data Contextualization
Schneider Electric just agreed to pay $3.1 billion, in cash, for Cognite — a company most manufacturers had never ...
Executive Operations Reporting Fails Without a Capture Layer
A board meeting. A slide shows "94% operational efficiency" rolled up across the network. Someone asks how the ...
AI Troubleshooting in Manufacturing Only Works When the Capture Layer Does
A line goes slow, a batch fails QC, output drops for no obvious reason — and someone points an AI tool at the ...
How Unstructured Data Becomes AI-Ready Data
Most operations teams don't have a shortage of data — they have a shortage of usable data. Sensors are logging ...
No results found.