How I built an AI agent that scrapes new LinkedIn jobs 24/7 & finds the hiring managers
A few weeks ago I had a new client for my AI agency ask me to build him an automation to scrape Linkedin Jobs. For people who are curious - this guy runs a construction staffing agency in Texas and found me from YouTube.
So I built him a series of AI agent based automations in N8N that now runs 24/7:
1️⃣ LinkedIn Job Scraper - finds new job posts hourly.
2️⃣ Decision Maker Finder - identifies the lead recruiter, HR director or hiring manager.
3️⃣ Contact Enricher - Uses Apollo's API to pull verified emails + company data.
4️⃣ Deep Research Agent - uses GPT-5 to analyze each decision maker's personality to create personalized cold outreach scripts
By the time he wakes up now his CRM is full of:
  • Fresh list of $100K+ jobs posted
  • Verified contacts & decision makers with email and phone number
  • Behavioral notes on each job decision maker
If you want to customize this for yourself or download the automation - I dropped the N8N JSON file here in the "Sales Master" section
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Julian Reeves
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How I built an AI agent that scrapes new LinkedIn jobs 24/7 & finds the hiring managers
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