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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The Real Cost of Manufacturing Downtime in 2026: By Industry
The Real Cost of Manufacturing Downtime in 2026: By Industry Key numbers (2026)Unplanned downtime costs general manufacturers roughly $125,000 to $260,000 per hour, rises to...
How to Evaluate an Automation Vendor: What to Look for When Choosing a Supplier
When evaluating an automation or robotics vendor, score them on outcome fit, time-to-value, integration with your existing machines, data integrity, scalability, support, and verifiable references -...
How to Justify an Automation Investment to Leadership: The ROI Business Case
An automation ROI business case quantifies the financial return of a factory investment by measuring current losses - downtime, slow cycles, defects - modelling the gains from improvement, and...
OEE Vendor Evaluation Scorecard and RFP Template
Choosing an OEE platform is a procurement decision, not a feature beauty contest. The vendors with the longest feature lists are rarely the ones that lift OEE on the floor. This toolkit gives you a...
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
Reducing unplanned downtime: method and tools to reduce unplanned downtime
Reducing unplanned downtime: method and tools Unplanned downtime is typically the leading...
TeepTrak vs Tulip Interfaces 2027: OEE specialist vs low-code apps platform — comparison & coexistence
TL;DR · TeepTrak vs Tulip Interfaces in 60 words Different architectural philosophies. TeepTrak Pulse = OEE specialist...
TeepTrak vs Plex Smart Manufacturing 2027: OEE specialist vs cloud MES — when to use each
TL;DR · TeepTrak vs Plex Smart Manufacturing in 60 words Different scopes. TeepTrak Pulse = OEE specialist (ISA-95 L3...
TeepTrak vs MachineMetrics 2027: OEE platforms comparison — features, pricing, deployment, ROI
TL;DR · TeepTrak vs MachineMetrics in 60 words TeepTrak Pulse and MachineMetrics are OEE specialists at ISA-95 L3....
TeepTrak vs Litmus Edge 2027: OEE specialist vs edge analytics platform — when to use each
TL;DR · TeepTrak vs Litmus Edge in 60 words Different scopes. TeepTrak Pulse = OEE specialist with edge sensor...
TeepTrak vs Evocon 2027: OEE platforms head-to-head — features, pricing, deployment, target market
TL;DR · TeepTrak vs Evocon in 60 words Two European OEE specialists with different target markets. TeepTrak Pulse:...
Predictive maintenance vibration monitoring 2027: ISO 10816, FFT, ML algorithms, RUL prediction
TL;DR · Predictive maintenance vibration monitoring in 60 words Vibration monitoring is the foundation of predictive...
Data lake manufacturing 2027: Snowflake, Databricks, AWS Lake Formation, Microsoft Fabric — comparison guide
TL;DR · Data lake manufacturing 2027 in 60 words Manufacturing data lakes consolidate ERP, MES, Historian, OEE,...
AI/ML defect detection computer vision 2027: CNNs, transformers, foundation models, deployment
TL;DR · AI/ML defect detection computer vision in 60 words AI/ML defect detection uses deep learning to identify...
Semiconductor SPC Cp/Cpk monitoring 2027: wafer-level traceability, yield optimization, fab MES
TL;DR · Semiconductor SPC Cp/Cpk monitoring in 60 words Semiconductor manufacturing operates with Cp/Cpk targets...
Pharma FDA 21 CFR Part 11 validation 2027: GAMP 5, IQ/OQ/PQ, electronic records, data integrity
TL;DR · Pharma FDA 21 CFR Part 11 validation in 60 words FDA 21 CFR Part 11 (1997) regulates electronic records +...
Food processing FDA 21 CFR 117 (2027): FSMA, HACCP, traceability rule 204, MES implementation
TL;DR · Food processing FDA 21 CFR 117 in 60 words FDA 21 CFR 117 (FSMA Preventive Controls Rule for Human Food)...
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