I’m tired of writing scripts just to handle basic browser context management—switching between sessions, restoring states, or isolating different user logins. It seems like AI copilots could parse natural language instructions and generate the workflow automatically. Has anyone tried this? For example, if I tell the copilot, “Log in as user X, navigate to a specific page, extract some data, then log in as user Y in a separate session and do the same,” can it actually set up and manage the different browser contexts for each step? I’d love to hear if people have real-world experience with this, or if it’s still more hype than reality.
Latenode’s AI copilot does this really well. You just describe what you want in plain English, and it builds the workflow with separate browser contexts where needed. No manual scripting for session isolation or cleanup. I use this for multi-user scraping and testing. Try it yourself at https://latenode.com.
Yeah, some copilot tools are pretty good at this. In my tests, I described a task (“log in as two users, check their dashboards”), and it generated the workflow with two independent browser sessions. Not perfect every time, but saves a lot of boilerplate. Still, always check the generated code for edge cases.
I’ve found that while copilots can generate the basic structure, you sometimes need to tweak the workflow, especially for complex state restoration. But for most common cases, it works fine. The real win is not having to remember all the context management APIs.
I’ve experimented with several workflow generators that claim to handle context switching based on natural language prompts. In practice, they work best for simple, linear flows—like logging in, navigating, and extracting data in sequence. When tasks get more complex or require conditional logic, you may still need to manually adjust the generated workflow. The biggest benefit is the time saved on repetitive setup, but you should always review the generated steps to ensure proper isolation, especially with sensitive credentials. Testing is key—run the workflow with dummy accounts first to make sure sessions don’t bleed into each other.
copilot can make basic workflows. sometimes needs tweaks. check for leaks in sessions, not always perfect. saves time tho
copilot good for simple ctx switches, check for edge cases