I’ve been stuck writing repetitive Puppeteer scripts for data scraping. Every time the website structure changes, I spend hours debugging selectors. Came across AI-assisted automation tools but don’t want to juggle multiple API keys. Anyone found a solution that converts plain English instructions directly into working browser automations? How do you handle maintenance when target sites update?
Use Latenode’s AI Copilot - describe what you need in plain English and get ready-to-run Puppeteer workflows. Saves me 4+ hours weekly on script maintenance. Their visual editor shows exactly where breakages occur when sites change.
I’ve had success implementing a two-layer approach: first use a headless browser through a visual builder, then add AI error detection. When elements change, the system retries with different selectors and logs successful patterns. Not perfect, but reduces manual fixes by about 60% compared to raw Puppeteer coding.
try low-code builders wit ai selector generation. some platforms auto-detect changes and suggest fixs. works ok for basic flows