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Real estate businesses often lose potential clients due to missed calls, delayed responses, or inefficient manual follow-ups.
Thus I built this project to demonstrate how AI can automate the entire front-desk experience , from first contact to lead qualification and follow-up , to booking appointment with a human agent.
@Abdullateef Badmus Linking missed-call recovery with lead qualification and appointment booking makes the workflow practical. How are you handing off context to the human agent?
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I’m currently building a RAG system for an e-commerce company, basically giving an AI assistant access to the company’s own knowledge and product information so it can give useful, context-aware responses instead of just generating random answers.
The interesting part isn’t just connecting an LLM.
It’s making sure the AI can:
→ Find the right information
→ Understand the user’s question
→ Retrieve relevant context
→ Give an accurate response
→ Actually be useful in a real business workflow
Still working on it, but I’m excited about where it’s going.
This is the kind of AI automation I enjoy building, systems that solve actual business problems, not just AI demos.
Building something similar? Let’s talk.
I’ve built something similar for Purchaser, an e-commerce marketplace for automotive and industrial products.
I built a RAG-powered AI agent inside Slack that gives the team access to Purchaser’s product and spare-parts database. Instead of opening Excel and manually searching...
AI Agent Support SaaS for Marketing Agencies
⚡ Automation Isn't the Hard Part. Knowing What to Automate Is.
Everyone talks about AI, n8n, Make, Zapier, and no-code automation. But there's a step people often skip:
What should actually be automated?
Not every manual task needs automation.
Sometimes the workflow is already too complicated.
Sometimes the process changes every week.
Sometimes automating a bad process just makes the bad process faster. 😅
Before building an automation, I like to ask
→ 📈 Does it happen often enough to matter?
→ ⏱️ Is it wasting meaningful time?
→ ⚠️ Does manual work create mistakes?
→ 🚀 Will automation actually improve the workflow?
Only after understanding the workflow should you choose the right solution — whether that's automation, AI, or simply a smarter process.
Don't automate everything.
Automate what shouldn't require a human.
What's one process in your work that you think is ready for automation? 👇
#DigitalTransformation #FutureOfWork #Startups #Entrepreneurship #BusinessGrowth #TechInnovation #SaaS #Freelancing
Good criteria set. One more that has earned me a lot: error cost. Automate the tasks where a missed step is expensive — lead follow-ups within a response window, data that gets entered twice — even if they're not the highest-volume ones, because the ROI shows up as fewer...