Industrial performance, decoded.
Field-tested insights on OEE, lean and Industry 4.0 — benchmarks, case studies and practical playbooks to help your teams turn shop-floor data into measurable gains.
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Tariffs in 2026: How US Manufacturers Defend Margin When Input Costs Jump
Tariffs in 2026: How US Manufacturers Defend Margin When Input Costs Jump Tariffs are now a first-order margin problem. The weighted-average applied US tariff rate jumped from about 1.5% in 2022 to...
OEE software with AI and machine learning 2027: predictive maintenance, anomaly detection, root cause — TeepTrak + jemba.ai, Sight Machine, PTC ThingWorx
TL;DR — AI-powered OEE in 60 words AI/ML OEE platforms in 2027: TeepTrak + jemba.ai (OEE data + industrial ML, anomaly detection, predictive stops), Sight Machine (manufacturing data platform,...
ROI of OEE software 2027: financial model, payback calculation, industry benchmarks — Hutchinson +33 pts, Nutriset +18 pts case data
TL;DR — OEE software ROI in 60 words Typical OEE software ROI: 3-12 month payback. Formula: Capacity Recovery Value = OEE point gain × (annual production hours × line rate × margin). +5 OEE points...
Open-source OEE software 2027: Grafana+InfluxDB, Ignition, OpenMES vs commercial platforms — true cost comparison
TL;DR — Open-source OEE: real cost vs perception Open-source OEE stacks (Grafana+InfluxDB, Ignition, OpenMES) are free to license but expensive to operate: 2-4 FTE developers, no edge sensor, no...
The subjects that move your shop floor
Browse our most-read categories — from real-time OEE to lean, digitization and the technologies shaping modern manufacturing.
Our latest articles
Real-Time Machine Monitoring Software: How to Choose the Right Platform
Real-Time Machine Monitoring Software: A Buyer's Guide for Plant Managers The market for...
Real-Time Machine Monitoring: The Complete Guide for Manufacturing Plants
Real-Time Machine Monitoring: The Complete Guide for Manufacturing Plants Real-time machine...
OEE Dashboard Software: Features, Best Practices and What to Look For
OEE Dashboard Software: Features, Best Practices and What to Look For OEE dashboard software...
Best OEE Software for Manufacturing: How to Compare and Choose in 2026
Best OEE Software for Manufacturing: How to Compare and Choose in 2026 Finding the best OEE...
OEE Software: Definition, Key Features and How to Choose
OEE Software: Definition, Key Features and How to Choose OEE software is the industrial tool...
Lean Manufacturing OEE Software Guide 2024 | TeepTrak
Complete guide to lean manufacturing OEE software. Learn how to select, implement and maximize ROI from OEE monitoring systems in lean environments.
Lean Manufacturing OEE Software Guide 2024 | TeepTrak
Complete guide to lean manufacturing OEE software. Learn how to select, implement, and optimize OEE systems for maximum efficiency gains in your factory.
Production KPI Dashboard Guide for Manufacturing | TeepTrak
Complete guide to production KPI dashboards for manufacturing. Learn key metrics, implementation strategies, and ROI benefits. Expert insights from 450+ factories.
Manufacturing Execution System MES Software: How to Choose in 2026
Manufacturing Execution System MES Software: How to Choose in 2026 The manufacturing software...
MES System Software Examples: Real Deployments Across 5 Industries in 2026
MES System Software Examples: Real Deployments Across 5 Industries in 2026 Theory is useful....
MES System Software: Complete Guide to Manufacturing Execution Systems in 2026
MES System Software: Complete Guide to Manufacturing Execution Systems in 2026 Every minute of...
MES System Software: How to Choose the Best Solution for Manufacturing in 2026
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