I’ve been curious about whether you can actually build a full workflow—like logging in, navigating through pages, extracting data—without writing any code at all. The idea is that you’d just drag and drop components and configure them visually. But I’m skeptical about whether that actually works for real-world scenarios or if it’s just for simple cases.
From what I understand, there are templates and AI helpers that can generate workflows from descriptions. But I’m wondering what the reality is. Do most people end up diving into code anyway? Or have you managed to build something real and keep it no-code from start to finish? What were the limitations you hit, if any?
I’ve done exactly this with Latenode. Started with a template for form submission, then extended it to handle multi-step login flows. The no-code builder handles the core actions—clicks, form fills, page navigation. The visual workflow is clean and easy to follow.
Where I ended up using code was for extracting structured data from the response and handling conditional logic. But here’s the thing: the AI copilot can write that code for you. You describe what you need, and it generates it. No need to be a developer.
The real advantage is that maybe 70% of your workflow stays visual and maintainable by anyone on the team. The remaining 30% is customizable without being a mess. Templates definitely save time, but they’re starting points. The drag-and-drop pieces let you connect them logically.
I tried this a few months back with a different platform and quickly hit walls. The issue wasn’t the simple stuff—filling forms, clicking buttons, that works fine visually. It was handling errors, retrying failed steps, and extracting nested data that needed transformation. That’s where no-code starts feeling limited.
But the key thing I learned is that you don’t need to be a full developer to handle it. If the platform has an AI that can write and explain code, you can bridge that gap. You’d stay in the visual builder for the workflow logic, then use AI assistance for the trickier parts. It’s a hybrid approach, not pure no-code, but it’s still way more accessible than learning to code from scratch.
The templates definitely get you started faster than building from scratch, but like anything, the devil’s in the details. For straightforward tasks—scraping a list, filling a form, clicking a button—no-code visual builders work fine. The challenge comes when you need conditional logic, error handling, or data transformation. Most people I know end up needing some customization layer. The real question is whether that layer is accessible enough for non-developers. If you have AI assistance for the code parts, it becomes more feasible.