I use n8n + ChatGPT + Bolt to turn workflows into real apps you can use, test, or sell.
Here’s how I go from raw n8n flow to live front-end app in under an hour: 🧵
most people build an n8n automation and stop there.
It works, but not super user-friendly
and you often end up spending more time explaining how to run the automation than anyone does actually using it
that’s not scalable
and definitely not productized
so I wanted to share the process I use to go from automation to usable front-end app
you can do this in literally an hour or less:
– n8n runs the backend automation
– chatGPT maps the UI and MVP logic
– bolt builds the interface
– webhooks connects the pieces
all done in one session
step 1: plan the UI + MVP in chatGPT
I describe the automation, what it does, and who it’s for.
chatGPT gives me a fully specced-out UI prompt, ready to paste straight into Bolt.
It maps out:
– every step the user should take
– backend logic + response handling
– ideal layout (components, flow, labels)
– how everything connects
literally the full blueprint
step 2: build the UI in Bolt
I paste the full plan from chatGPT straight into bolt.
it gives me a clean front-end instantly - buttons, fields, flow, all mapped
from there, I troubleshoot, refine, and get the UI working exactly how I want it
depending on how complex I need the UI to be, this is often done without any further adjustments needed
step 3: connect the UI to n8n
once the UI works, I trigger the automation using a simple webhook.
sometimes it’s a form.
sometimes a button.
always something that triggers the backend flow.
n8n runs the automation and sends a clean response back
what I end up with:
– a clean front-end anyone can use without hand-holding
– a real MVP that’s testable, sharable, and feels like a product
– without any frontend code, a dev team, or delays
it’s like spinning up a new micro-saas in an afternoon
without a UI, your automation will often just be a cool demo.
but with one, it turns into a real app your team or business can use, test, and rely on.
it gives you:
– better adoption
– fewer questions
– faster iteration
– the ability to hand off to clients or team
– and a product you can actually ship
so if you’re using n8n to build internal tools or sell automations…
this is the fastest way I’ve found to turn backend flows into real, usable products.
bookmark this thread - it’ll save you hours next time you’re building.
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These 3 AI research workflows replaced hours of strategy, copywriting, and trendspotting for my agency.
They search TikTok, YouTube, and Facebook for:
– Pain points your customers actually post
– Ad angles pulled from real-world language
– Viral hooks from content that already blew up
I run these daily. You can have them for free.
Full breakdowns in the thread below 👇
1 / Youtube Comment Scraper
ignoring the goldmine sitting in YouTube comments is a rookie mistake...
that's why I built an AI agent that scrapes them and gives me:
– ad hooks pulled straight from viewer pain
– emotional triggers and objections in their words
– trend insights and angles backed by research
– unique mechanisms to position the product instantly
this flow rewrites your competitors’ best ads to sell your product:
– drop in a Facebook ad or Instagram reel
– the flow scrapes and transcribes the video
– sends the script to an AI agent
– rewrites it into 1 UGC script and 1 VSL script tailored to your brand, offer, and positioning
- output goes straight to Google Sheets
These 8 n8n automations can replace your entire marketing team. They handle creative testing, research, copy, reporting - and run 24/7 without asking for a raise.
Built for businesses that need to move fast without bloated teams or overpriced tools.
I use these daily. You can steal them for free.
Every one of them is in the thread below 👇
1 / Create Viral Comic Book Ads On Auto-Pilot
- scrapes Reddit for top posts based on a keyword
– filters for relevance to your product/service
– turns pain points into sales messaging
– converts messaging into image prompts
– auto-generates 4-panel comic-style ads w/ your product as the hero
– analyzes campaign performance every 3 days – sends your top 3 ads w/ ROAS, CPA, spend – breaks down what’s working in the messaging – gives 3 new copy + headline variations to test – drops everything straight into Slack