Founder & Editor, Factory Investigator
Founder of Factory Investigator and Ivris Tech, where he builds and audits manufacturer websites and runs their SEO, RFQ, and analytics work. Started in sales and B2B demand generation — ABM, lead scoring, BANT, pipeline operations — then moved into technical SEO, AI workflows, and n8n automation. At Factory Investigator he leads the website-and-growth coverage, the buyer guides, and the original investigations, and is actively researching and learning manufacturing operations and technology — ERP, MES, automation, and the systems manufacturers run on — to deepen the publication's technical reporting. MBA in Business Analytics. Still learning, still building.
Published articles 44Desks 6Range 21 Jun 2026 to 9 Aug 2026
You can shave thirty seconds off a machine cycle, log the win on the shift report, and still watch the order take three weeks to reach the customer. That gap is the problem value stream mapping was built to sol Read the file →
A preventive maintenance checklist is the cheapest reliability tool on the floor, and the most commonly ignored. Most plants own one somewhere: a laminated card taped to a machine, a spreadsheet a retired super Read the file →
Most factory improvement dies in the follow-up. A team spots a bottleneck, promises to fix it, and six weeks later the line runs exactly as it did before. Kaizen events exist to break that pattern. Instead of s Read the file →
Walk into most quality offices and you'll find a shelf of Six Sigma tools nobody fully uses: control charts printed and never read, a fishbone diagram from a project that closed two years ago, an FMEA spreadshe Read the file →
Walk any factory floor and most of what you see looks like work. Forklifts moving, machines running, racks filling with parts. Lean manufacturing makes an uncomfortable claim: a large share of that motion adds Read the file →
Ask ten people what PLC programming is and you'll get ten ladder-logic tutorials. Ask a plant owner what they actually need to know, and it's a different question: who should write the logic that runs your mach Read the file →
Walk any trade show in 2026 and you'll hear that AI in manufacturing changes everything. Walk the plant floor afterward and you'll find something quieter: a vibration sensor flagging a worn bearing, a camera re Read the file →
Ask three plant managers for their OEE and you will often get three numbers worked out three different ways. That is the quiet problem with Overall Equipment Effectiveness: it is the most-cited number on the fa Read the file →
You can tell how a shop really schedules by what happens when a machine drops at 10 a.m. In most factories, someone opens a spreadsheet, starts dragging rows, and quietly re-promises three customers before lunc Read the file →
The phrase Industry 4.0 shows up on every trade-show banner and vendor slide, usually bolted to a product someone wants to sell you. On the plant floor it means something narrower and far more useful: machines Read the file →
