Kyle Rucker.

“Hundreds of thousands of dollars would be the quick and easy in year one. And once you learn a skill set like this, it's just really, really powerful.”

Kyle had tried n8n on his own before joining the mentorship and couldn't get past the third node without an error. Four months in, he's running two fully deployed production systems and a third in active build.

The fabrication ops system.

The fabrication floor used to run on paper: workers wrote down which widgets they completed, the admin re-typed everything into the system, then manually generated packing slips and invoices in the format their customer KAIS demanded. Kyle put iPads on the floor with a submit form that flows straight into the system. Now packing slips and invoices are one-click generation. The admin who used to retype paper all day gets 4-5 hours back, every day. No more transcription errors. Their manager started looking at new customers because the team finally has the bandwidth.

The autonomous employee evaluation engine.

Roughly ten sub-workflows orchestrated together. Every Monday it checks Zoho for new hires, builds their SharePoint folder structure, then for any employee with an eval in the next two weeks it pulls the last 12 months of data: driving stats from Ford Pro, attendance from ADP, education and licensures, project history, write-ups. PDFs get auto-summarised by Claude into one or two sentences so the manager never has to open the underlying documents. Output is a per-employee dashboard that gives the manager a 5-minute glance instead of 5 hours of digging. Security is handled inside n8n so nobody touches the raw SharePoint, supervisors only see their own reports.

What changed.

Three people inside the business have been redirected from low-level manual work to high-level work that actually uses their skills. Kyle now hands Claude Code briefs to his own team and tells them to build. By his own estimate he's looking at several hundred thousand in year-one savings before counting compounding gains in year two.