I’ve been wrestling with this for months. We built out a solid puppeteer automation workflow using Latenode’s AI Copilot—described what we needed in plain English and it generated the whole thing for us. Worked beautifully at first.
Then the client’s site got redesigned. Not even a major overhaul, just some layout changes and different class names on key elements. The workflow completely fell apart. We had to manually rewrite selectors and adjust the logic throughout.
This got me thinking—if we’re relying on AI to generate these workflows from descriptions, shouldn’t the approach itself be more adaptive? Like, what if instead of hardcoding selectors that break, the AI could build in some intelligence to handle minor UI shifts?
I know the obvious answer is “just use better selectors” or “add retry logic,” but that feels like treating symptoms. The real issue is brittleness—the moment a website changes, even slightly, the whole automation is fragile.
Has anyone had success with this using Latenode or similar platforms? Are there strategies for making AI-generated workflows more resilient to UI changes without having to rebuild them from scratch every time?
Yeah, this is exactly the problem that Latenode’s AI Copilot is designed to solve. The key difference is that when you describe your workflow in natural language instead of hardcoding selectors, the AI can regenerate it intelligently.
What I mean is: the next time the site redesigns, you don’t rewrite the workflow. You just feed the updated site back through the Copilot with your original description. The AI re-examines the page structure and updates selectors automatically. You’re not fighting brittle code—you’re working with adaptive logic.
I’ve seen this work on real projects. Client site changed their nav structure, and instead of two hours of debugging, I just re-ran the Copilot setup. Took maybe 15 minutes.
The difference from pure manual automation is that you’re maintaining a natural language specification, not selector chains. When things change, you have the AI regenerate based on that spec.