As an AI automation developer focused on real estate, where would you recommend focusing more to land clients early on? 1. Cold outreach 2. Upwork Which one has worked best for you guys, or is the answer doing both together? would appreciate detailed answers.

20+ deal-relevant seller leads per week from your chosen Zillow market • Focused on underpriced, long-on-market, and motivated sellers • Filtered by price, seller financing, and key deal criteria • Sourced and refined through a structured Zillow-based system • Consistent weekly pipeline of opportunities • No commission on closed deals • Simple flat system fee after trial period We don’t send raw lists.We identify and filter real opportunities before they reach you. We handle lead sourcing and qualification. You focus on closing deals. Comment “interested” or DM me for details

📣 Looking for an Appointment Setter ,Real Estate Niche I build automation workflows for real estate agents. I need someone to do outreach and book qualified appointments with me. My offers close between $500–$3,000(mostly greater than $1k), and you earn 40% of whatever I close. That's $400–$1,200 per deal ,just from booking the call. DM me if you're interested and we'll talk details. 📩

I automated my lead generation workflow. Here's what broke (and what I learned fixing it) 😅 The goal: Search Google Maps for businesses → Scrape websites for emails → Verify them → Save to Google Sheets. All automated. Sounds simple, right? It wasn't. Reality: Nothing worked the first time. I watched a YouTube video few months earlier and was trying to find a way to find emails of businesses for FREE. What broke (and what I learned): 🔴 Problem: I tried Apify but the limits were Hit in 2 days. Fix: I built an email pattern generator (info@, contact@, sales@) Lesson: Check API limits BEFORE you build 🔴 Problem: Getting emails like info@www.domain.com (lol) My pattern generator got emails with www. Fix: One line code fixed "www." Lesson: Test with 1 item first, not 50 🔴 Problem: "Too Many Requests" errors everywhere Fix: Added a loop with 1-second delays between requests Lesson: Rate limiting is about workflow structure, not just code 🔴 Problem: All my data disappeared after API calls Fix: I used set data node to preserve data Lesson: Data doesn't magically stick around—you have to design for it 🔴 Problem: Paid API's everywhere 💀 The main problem with lead generations is to get verified emails and these are not FREE. Fix: Cut patterns from 15 to 6 per business (still works!) Lesson: Free tiers force you to optimize (not a bad thing) The real takeaway? Not every automation project is a portfolio piece. Sometimes the real value is in what broke and how you fixed it. After all the fixes: I can now generate 100-200 verified leads in 15 days, fully automated. But honestly? The debugging taught me more than the final result. Quick question: How you handle paid APIs costs

Just built something I’m genuinely proud of and wanted to share it here 👇 Real Estate Lead Conversion Engine I created an AI-powered workflow that automatically scores and prioritizes high-intent property buyers, then instantly assigns them to the right agent. The goal was simple: stop losing hot leads because of slow response times. ⚡ Reduced average response time from 25 minutes to under 5 minutes 🤖 AI-based lead scoring to identify serious buyers 🛠 Built using n8n If you’re in real estate or know someone who struggles with lead management, I’d love your feedback. Open to suggestions, collaborations, or even beta users who want to try it.