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8 contributions to AI Automation Society
Did I build the right thing, or just overengineer a family business problem?
Looking for honest feedback from people who’ve built real systems in n8n. At what point do you decide a business is specific enough to justify a custom build, and at what point do you stop reinventing the wheel and use off-the-shelf software with automation around the edges? Three months ago, this started as one small task for my dad’s business: a daily email showing which supplier and customer payments were due that week, as my first n8n automation real project... He runs a small Italian tour operator for marathon and half-marathon trips, with around 10 to 12 events a year and 900+ quote requests. Three months later, it had turned into a full back-office system on self-hosted n8n + Airtable, and it’s now handling real bookings. Right now, it’s 27 workflows covering quote intake, pricing, quote emails, booking forms, PDF contracts, payment follow-up, booking modifications, error handling, and recovery flows. I didn’t seriously evaluate off-the-shelf booking software before building, mainly for three reasons: 1) The pricing and booking rules felt weird enough that I assumed SaaS might only work through configuration and paid customization, or a pile of workarounds 2) Dad is absolutely non-technical, so I wanted the tool to match how he actually works day to day 3) Honestly, I wanted to know if I could build it That third reason is the one that makes me question the first two. The system fits him well and has cleaned up several messy manual processes. Now everything is in one Airtable interface, arranged in a way that makes sense to him. Does this sound like a fair custom n8n use case, or the kind of problem where the smarter move would have been using an existing quote-to-booking products and only automating around it? I’m especially interested in answers from people who’ve lived through the maintenance side of similar builds, because “I knew I could build it” is exactly the reason I don’t fully trust my own judgment here. I’m still new enough to this stuff that I can’t fully tell where genuine fit ends and build excitement starts.
Built a full cold email automation system for myself — here's how it works
Just shipped this after weeks of building and testing. It pulls leads from a Google Sheet, generates AI-personalized cold emails for each agent (name, city, company — all dynamic), and sends them automatically via Gmail. If no reply, it follows up on Day 4 with a different angle. Still no reply, it sends a final breakup email on Day 11 with a Calendly link. The thing that makes it special is human in the loop. It asks permission from me before sending follow-up emails. So I always know what is going on in the pipeline. Every reply gets cleaned, classified by AI (Interested / Ambiguous / Not Interested), and routed to separate Slack channels to notify me instantly. Everything logs back to Google Sheets automatically. Built entirely on n8n — no paid email tools, no Zapier, no shortcuts. Happy to answer questions about it. Also let me know if there is any suggestions about it.
Built a full cold email automation system for myself — here's how it works
1 like • 2d
Very cool system. I like that it’s not just AI personalization, but actual control over the process. Did you run into any Gmail limits or delivery issues while testing it?
1 like • 2d
@Shihab Sakif Thanks for the heads up. I didn't know about the limit between the personal and the workspace. I recently created a Google Workspace as well. Hopefully, I will soon be able to drive traffic to my website and find clients as you did with some cold email automation systems. The next few weeks will be lots of building and testing!!
Achievement
Alhamdulillah! I’ve earned the Rising Talent badge on Upwork! Grateful for the amazing clients who trusted me in my journey.
Achievement
1 like • 2d
Congrats man!!! Hope to receive the same email one day 🚀
Where to Find Clients
Where to Find Clients (Reality Check) Clients are not hiding. They are: Posting about being busy Complaining about leads Asking for systems Look at: LinkedIn comments Twitter replies Community posts DMs after engagement You don’t pitch first. You observe → relate → help → then pitch. If you pitch cold without context, expect silence. ✨Curious about:-> 1. Where you're finding your client's? 2. Any suggestions? 3. Add-ons? 4. At what stage are you on your work? 5. Where you're stuck in your builds to sell them?
1 like • 2d
Well said. The “observe -> relate -> help -> then pitch” part is probably what most people skip.
🚀 Built a Full Automated Lead Management System from Scratch
— Here's What It Does Most businesses lose 70–80% of their leads simply because no one follows up consistently. I built a solution for that. Over the past few weeks I designed and implemented a complete bulk lead management system using n8n, Google Sheets, Gmail, Tally and Slack — no expensive CRM required. Here's what the system does end to end: 📥 Lead Capture & Qualification Leads arrive from a Tally form via webhook. The system instantly normalises the data, validates emails, detects duplicates and blocks them before they enter the pipeline. 🎯 Intelligent Lead Scoring Every lead is automatically scored out of 100 based on three signals — budget, company size and job title seniority. Leads are then tiered into High, Mid and Low priority without any human involvement. ⚡ Instant Routing & Personalised Emails High-score leads get a VIP welcome email within seconds of submitting — while the sales team gets an immediate Slack alert. Mid and low tier leads receive tailored nurture emails matched to their stage. 🔄 Automated Follow-up Sequence A scheduled workflow runs daily and sends up to 3 personalised follow-up emails per lead — each one different in tone and content. The system tracks every send, updates the pipeline automatically and stops when a lead replies or completes the sequence. 💬 Reply Detection When a lead replies to any email, the system detects it instantly, updates their status in the pipeline, stops further automated follow-ups and alerts the sales team on Slack with the lead's full context and message preview. 📊 Daily Digest Every weekday morning the team receives a Slack digest showing total leads, tier breakdown, average score, sequence completion rate and new leads added that day. The tech stack: → n8n for workflow automation → Tally for form capture → Google Sheets as the lead database → Gmail for automated email sequences → Slack for real-time sales alerts and daily digest → Google Looker Studio for pipeline dashboard (in progress) The result :
🚀 Built a Full Automated Lead Management System from Scratch
1 like • 2d
This is a great example of using n8n to solve a real business problem, not just build a demo. The follow-up logic and reply detection are especially well thought out!
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@giacomo-benedetti-5293
AI Newbie here, Loves runs, animals, and automations that behave better than traders on CPI day.

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Joined Oct 12, 2025
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