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18 contributions to AI Automation Society
Email automation
Hello community! Question: how do you handle email processing automation when dealing with privacy concerns? I have a customer that is considering an automation (sort of customer support email auto-reply) but is concerned about the content of the emails and exposing them to an LLM model. What are your thoughts?
1 like • 5h
That’s a good question. I’ve been thinking about this too as I explore AI automations. One idea I’ve seen is keeping sensitive content in-house and only sending anonymized or filtered text to the LLM. Another approach could be rules-based auto-responses for sensitive emails, so the AI never sees private info.
✨ Happy New Week, Everyone!
New week. New decisions. New opportunities. How you start this week matters. Energy is contagious and as a CEO or entrepreneur, your energy sets the tone for your business, your team, and your results. This week: 🔹 Protect your focus like it’s revenue (because it is). 🔹 Start each day with your top 1–2 needle-moving priorities. 🔹 Cut the noise. Double down on impact. 🔹 Move with intention, not reaction. Momentum isn’t created by doing everything. It’s created by doing the right things consistently. Bring intensity. Bring clarity. Bring discipline. This could be the week that shifts everything but only if you treat it like it matters. 🔥 What’s your #1 focus for this week?
1 like • 5h
@Yekeen Fathia I’m focusing on one workflow that handles lead follow-ups automatically.Trying to actually finish it this week and learn from it in real time.
0 likes • 5h
@Yekeen Fathia Thank you🤗
From Tutorials to Real Systems: How to Actually Learn Automation
Most people learn automation tools by consuming tutorials. They watch. They follow steps. They recreate the exact same demo. But real understanding begins when the tutorial ends. Tutorials show features. Workflows reveal thinking. To truly learn a tool, shift from “How does this work?” to: • What problem is this solving? • What is the trigger logic? • What data is being passed? • What breaks if this step fails? Hard concepts in automation (webhooks, API calls, conditional logic, data mapping) only become clear when you apply them to a real use case — even a small one. Don’t aim to understand everything at once. Break it down: Trigger → Condition → Action → Output. Build small. Test intentionally. Break it on purpose. Fix it. Document what you learned. Understanding comes from friction, not passive watching. When learning a new tool, do you move quickly into building your own workflow — or stay in tutorial mode longer than you should?
From Tutorials to Real Systems: How to Actually Learn Automation
0 likes • 5h
I definitely move too slowly past tutorials sometimes 😅 Right now I’m trying to focus on one small workflow a week, building it from scratch, testing it, and documenting what I learn.
PO Processor Flagged $47K Order for CFO Approval Before Procurement Opened Email (6 Nodes) 🔥
$47,000 purchase order arrived Friday afternoon. CFO notification hit Slack in 3 seconds. Approval happened before weekend. Built PO processor. Approval tier routing. Urgency detection. Right people see right orders immediately. THE PURCHASE ORDER CHAOS: PO arrives by email. Someone downloads. Someone reviews. Someone determines approval level. Someone routes to correct person. Four steps. Four delays. Large orders sometimes go to wrong approval level. THE DISCOVERY: Document extraction pulls vendor, line items, totals. Code calculates approval tier and urgency. Routing happens automatically. No more guessing who should approve. Thresholds decide. THE WORKFLOW: Gmail trigger catches PO attachments → Get message downloads document → Document extraction pulls vendor details, line items with quantities and prices, totals → Code calculates approval tier and urgency level → Sheets logs with tracking ID → Slack notifies correct approver with breakdown. 6 nodes. Procurement bottleneck eliminated. THE APPROVAL THRESHOLDS: Amount determines who approves: - Under $1K: Auto-approve - $1K-$5K: Manager - $5K-$25K: Director - Over $25K: VP/CFO No exceptions. No confusion. Thresholds enforced. THE URGENCY CALCULATION: Delivery date determines urgency: - 3 days or less: Urgent (red flag) - 7 days or less: High priority - Over 7 days: Normal Rush orders get flagged. Nobody discovers urgency too late. THE TRANSFORMATION: Before: 29 minutes per PO for processing and routing. Large POs sometimes routed incorrectly. Urgent orders discovered late. After: Instant routing. Correct tier every time. Urgency visible immediately. THE NUMBERS: 243 POs processed last quarter $47K flagged for CFO automatically 12 urgent orders caught early 29 minutes → 3 seconds per order Template in n8n and All workflows in Github What approval bottleneck costs your team time?
PO Processor Flagged $47K Order for CFO Approval Before Procurement Opened Email (6 Nodes) 🔥
0 likes • 5h
This is exactly the kind of automation I want to learn to build. I love how you combined urgency detection with approval routing — it makes the process so much smarter. I’m just starting to build small workflows, but seeing posts like this is motivating.
If you’re in this community and feeling lost… this might be why.
Most people don’t fail here because they’re incapable. They fail because they try to move in five directions at once. They watch. They save posts. They consume information. But they don’t commit to one clear starting point. And that quiet confusion? It builds frustration fast. Here’s the shift that changes everything: Stop asking, “How do I win here? ”Start asking, “What is the one action I will execute this week?” Momentum doesn’t come from knowing more. It comes from doing one thing repeatedly. Now let’s make this honest: If you’re new, what’s the one thing that’s currently confusing you? If you’ve been here a while, what’s one mistake you made early that others can avoid? Drop it below. No polished answers. Just real ones. Someone’s clarity might start in your comment.
0 likes • 1d
new here🖐️
1 like • 5h
For me, it’s definitely the overwhelm. So many tools, templates, and ideas — it’s hard to pick one thing and stick with it. I’m learning that actually building something small and testing it teaches me way more than just consuming tutorials.
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@esayas-tesfaye-5241
AI Automation & No-Code Builder 🤖

Active 3h ago
Joined Feb 6, 2026
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