u/AlmostReal_

Spent 14 years inside large operations. Energy, logistics, infrastructure across four continents. My job was always to make complex systems work, find where things were breaking, fix the process before blaming the tool.

What I didn't expect when I started building for myself is how much of that experience is actually invisible until you need it.

Most people when they hit a broken process in their business, they go straight to the tool. New software, new app, new hire. The process underneath stays broken, it just moves somewhere else now.

The operators I've worked with who actually fix things do one thing differently. They sit with the broken thing for a minute before reaching for a solution. They want to understand exactly where it's bleeding before they touch it.

That instinct, honestly, is harder to teach than any tool.

What's the most counterintuitive thing your background taught you that you didn't realise was valuable until you were running your own thing?

Hey, I'd like to know how people are managing this. You know, our inbound leads fall through when we get busy, seasons change, life happens, and it's not because we're ignoring them intentionally. There's only so many hours in a day.

What does your followup process look like day to day? Is it manual, do you have something set up, or are you just winging it like the rest of us?

I'd love to understand how others are handling this so I can improve in my own business too.

Here's what it does:

• Every weekday at 9am, it picks a topic from my backlog, writes a LinkedIn post in my voice, and sends it to Slack for approval. I click approve, post it manually, and tap "Published."
• 48 hours later I log the engagement numbers into a form. The system scores the post using a formula that weights comments and reposts more than likes (because they signal real engagement, not just passive scrolling).
• Those scores feed into a baseline. Over time the system will learn which formats, hook types, and topics perform above average, and inject those patterns back into the Claude prompt automatically.
• Right now I'm in Phase 2 of 4. The loop runs on weekday. The data is building.
• Stack: n8n, Supabase, Slack, Claude API. No code. Built entirely through automation and AI.

I realized I'm building a dataset about what resonates with my audience. Let's see how that goes!

Anyone else building systems that learn from their own outputs?