I’ve been wrestling with this for a while now. We’ve got a bunch of playwright tests that handle everything from login flows to multi-step data extraction, and they’re constantly breaking when the UI changes even slightly. The usual approach is to just patch them each time, but that’s not scaling.
I started looking into whether a visual builder could actually handle the complexity we’re dealing with. The thing is, most visual builders I’ve tried feel like they’re designed for simple happy-path scenarios, not real-world messy automation.
But I’ve been curious about whether AI could actually help bridge that gap. Like, if you could describe what you want in plain English and have a system generate the playwright workflow for you, would that actually be more resilient than hand-coded tests? I’m wondering if the generated code might handle edge cases better since it’s not written with tunnel vision about one specific implementation.
What’s your actual experience been? Have you found a builder that doesn’t feel like it’s training wheels for beginners?
Yeah, I run into this exact problem all the time. The issue with most builders is they generate brittle selectors and don’t adapt when structure changes. What changed for me was switching to an approach where I describe the task in plain English and let AI generate the workflow.
I’ve been using Latenode for this, and the AI Copilot actually generates playwright code that’s more resilient than what I’d write by hand. I describe something like “log in with email, wait for dashboard, extract the user name from the header” and it generates the full workflow with proper waits, error handling, and flexible selectors.
The key difference is that when the UI changes, I just re-describe what I need in plain English and regenerate. Takes minutes instead of debugging code for hours. Plus, you can extend it with custom code if you need something really specific.
Check it out: https://latenode.com
I struggled with this too until I realized the real bottleneck wasn’t the builder, it was how I was thinking about maintenance. Most builders lock you into their visual syntax, which is painful when you need to adapt.
What actually worked for me was finding a platform where the generated code was readable and editable. That way, when something breaks, I’m not stuck fighting the UI—I can jump into the code and fix it directly. The visual builder gets me 80% of the way there, and I adjust the remaining 20%.
The flip side is that this approach requires you to know some code, even if you’re mostly using the builder. If your team is entirely non-technical, that might not work. But for coordinating complex multi-step workflows, having that escape hatch is essential.
The real issue is that most builders generate code optimized for the happy path. They don’t think about what happens when the page loads slowly or an element is hidden. I’ve found that the best approach isn’t trying to find a perfect builder—it’s building with maintainability in mind from the start.
Use explicit waits instead of implicit ones. Use data attributes or ARIA labels for selectors instead of CSS classes that change with every redesign. And keep your workflows modular so you can reuse and adjust pieces without rewriting the whole thing. A good builder will let you do this. A great one will let you add custom error handling without leaving the UI.
This topic was automatically closed 24 hours after the last reply. New replies are no longer allowed.