How AI Solves Product Complexity in Manufacturing
Two-thirds of manufacturers now report very or extremely complex product portfolios, a 20-point jump in a single year according to Tacton’s 2026 State of Manufacturing Report, which surveyed 280 leaders across eight countries. That complexity is…
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
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,…
SLMs for Factory Edge Hardware: 2026 Guide
Rockwell Automation’s FactoryTalk Design Studio Copilot now runs Nemotron-Nano-9B-v2, a 9-billion-parameter open-source model from NVIDIA, directly on HMI panels and air-gapped edge appliances on factory floors. Siemens expects its Electronics Factory in Erlangen, Germany to become…
AI Agents Fail When Predictions Are Wrong
This article is part of an awareness campaign. Editorially Independent, Sponsored by TDK SensEI.Manufacturers testing AI agents for maintenance face a dependency most teams overlook: the agent is only as reliable as the prediction feeding it.…
Humanoid Robots in Manufacturing: 2026 Data
AGIBOT’s G2 completed 140 continuous hours on a Longcheer Technology consumer electronics production line with a 99.9% success rate. Agility Robotics’ Digit handles bearing components at Schaeffler’s South Carolina factory and has accumulated over 65,000 operating…
Industrial Data and AI Readiness Survey 2027
IIoT World’s sixth annual Industrial Data and AI Readiness Survey is open. Last year, 272 industrial professionals across manufacturing, energy, pharma, and oil and gas responded. Only 7% had AI embedded in core processes, while 44%…
Four Shifts from AI Hype to Real Results
Neil Hoyne, Chief Strategist at Google, author of Converted (Penguin Random House), and Executive Faculty at The Wharton School, delivered a keynote at GE Vernova Accelerate 2026 on how organizations move from data to decisions. Companies…
80% of Plant Measurement Faults Fixed Without Support
A technician walks up to a faulty measurement device, scans the QR code on its display, and gets a plain-language diagnosis with step-by-step repair instructions, all before picking up the phone. David Lincoln, Digital Lead of…
How to Prove AI Value in Manufacturing Operations
Between 80% and 95% of organizations report limited financial value from their AI investments, and only 11% of CFOs have been able to concretely measure return on investment from AI, according to Gartner’s 2025 and 2026…
Data Governance Fails Without Culture Change
Only 26% of data governance programs incorporate culture and communication into their strategy, according to the 2025 Gartner Evolution of Data and Analytics Governance for AI Survey of 62 organizations. The majority prioritize trust, risk, security,…
Agentic AI and Physical AI in Manufacturing
The ARC Advisory Group’s Industrial AI Pacesetter Report identifies a split in how manufacturers deploy artificial intelligence. Organizations classified as Pacesetters have moved beyond single-agent AI assistants and are deploying Collaborative Multi-Agent Systems where specialized AI…