I'm Keith Uy: industrial engineer, official n8n creator, and founder of WinflowAI. Business owners bring me pipelines that leak time and revenue. I build the systems that fix them, and I publish what each engagement teaches me.
n8n handles orchestration, Claude handles personalization at scale, and a file based CRM holds it together. Built for agencies that live on booked calls.
The business was losing $6K a month. Seven weeks of redesigned touch points made it profitable.
The answers decide whether a build pays for itself. The third one usually changes the scope.
Seven templates in, each one has brought clients, students, and better questions.
JSON, CSV, and a nightly audit script keep the whole pipeline honest. What it looks like and where it breaks.
Verified emails and clean company names double the value of every AI generated opener downstream.
A decision rule from a year of building both for client systems, and why communication decides more cases than code.
I'm an industrial engineer by training. Through WinflowAI I build AI automation for lead generation and CRM operations: cold outbound systems, sales pipelines, and the backend plumbing that keeps them reliable. I also co-founded Vantage Insights, and as interim CEO I took a 20 year old family business from losing $6K a month to profitable in seven weeks.
The companies I work with run from single-owner operations to 7 and 8 figure businesses in cybersecurity, restaurants, and marketing. Sitting beside those owners while their systems get rebuilt is where every note on this site comes from.
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