How Factory Data Becomes AI-Ready

How Factory Data Becomes AI-Ready

HiveMQ launched HiveMQ Platform, expanding the MQTT infrastructure it has operated in mission-critical environments for more than 12 years into an industrial data platform that prepares operational data for agentic AI. The platform moves beyond data…

Why New CNC Machines Sit Idle for Months

Why New CNC Machines Sit Idle for Months

A machine shop lays out $300,000 on a new machine and waits roughly two months before it cuts a single part. At IMTS 2026, Brent Kephart of Siemens explained what causes the delay and how the…

Factories Threw Away the Data AI Needs Now

Factories Threw Away the Data AI Needs Now

Manufacturers have been disconnecting hard drives full of production data for years because their SCADA databases ran out of capacity. AI models now need exactly that data, full-resolution sensor readings and process histories, for training and…

Who Should Lead Your Factory Digitalization?

Who Should Lead Your Factory Digitalization?

One manufacturer ran 100 digitalization initiatives at once. Money left the company before anyone asked which ones produced results. At IIoT World Manufacturing Days 2023, panelists from Siemens, A1 Digital, Mestec, and HiveMQ explained why production…

How UNS Prepares Manufacturing Data for AI

How UNS Prepares Manufacturing Data for AI

Fifty-seven percent of manufacturing executives report that inadequate data quality hampers AI use-case development, according to MIT Technology Review. Meanwhile, 85% of digital transformation projects fail to deliver ROI due to integration issues (ServiceNow CEO Bill…

84% of Manufacturers Cannot Use Their Own Data

84% of Manufacturers Cannot Use Their Own Data

Manufacturers generate enormous volumes of data from machines, equipment, and enterprise systems, yet 84% of companies report that data access is slowing them down, according to a panel discussion at IIoT World featuring experts from HighByte,…

Build a Factory Digital Twin in 14 Weeks

Build a Factory Digital Twin in 14 Weeks

According to BMW Group, the automaker runs virtual replicas of more than 30 production sites where employees test layout changes before a single physical tool moves. Unilever and Accenture reported in June 2026 that AI-enabled digital…

AI Vision in Manufacturing Quality Inspection

AI Vision in Manufacturing Quality Inspection

Cognex reported that Schneider Electric doubled its production yield and eliminated most false rejects after deploying the OneVision AI vision platform across its manufacturing lines. At a 1,200-parts-per-day facility, AI-based inspection saves $342,000 per year compared…

Agentic AI in Manufacturing: ROI vs. Reality

Agentic AI in Manufacturing: ROI vs. Reality

Manufacturers that ship AI agents into production report an average return of 171% on investment and a 34% gain in production efficiency, according to 2025-2026 enterprise deployment data. These results span multiple industrial AI use cases,…

Tesla Optimus in Manufacturing: 2026 Data

Tesla Optimus in Manufacturing: 2026 Data

Tesla’s Optimus program holds an estimated 1,000 to 1,200 humanoid robot units deployed across Fremont and Giga Texas as of mid-2026, yet the company reports zero external sales, publishes no uptime figures, and Musk himself described…