Browser Automation & Visual QA
Check what the user actually sees and does. Test navigation, forms, small screens and error states—not just whether code runs.
Why this matters
Website quality, onboarding and service interfaces. A useful learning task gives you a reason to use the tool and a way to judge the result. Instead of collecting generated answers, learn to identify what the task requires and what still needs checking.
The worked task
Your practice brief
A local website looks fine on a desktop but its menu clips on a phone.
Use fictional or approved information. Before starting, say what a useful output would look like and which claims or actions need review.
- List essential user journeys and expected results.
- Try each journey with fictional information.
- Inspect desktop and mobile layouts for readability and overflow.
- Document defects and repeat the failed checks after changes.
What you can show
Test checklist, defect notes and before/after evidence.
Keep the original attempt and the improved version when appropriate. Explain which parts AI helped with, what you changed yourself and why the final output is more useful.
Review before calling it complete
- Does the result answer the actual brief?
- Which facts, calculations or behaviours did you verify?
- What is still uncertain or incomplete?
- Can you explain the important decisions without relying on the generated answer?
Connect the next skill
Automate repeatable checks after defining reliable expected behaviour.
Practice presenting the result or handling the conversation around it. A well-made output and a clear explanation are different skills; both deserve an attempt and feedback.
Explore the learning platform: Foundation curriculum. Examples here explain possible learning applications; they are not promises of individual results.
Explore the demo before choosing your next step.
From repeated problem to a tested prototype
A team repeatedly answers the same service questions and wants an AI assistant.
Research → design → build → testFollow the example →
Test the problem before building the app
A founder has an exciting app idea but has not checked whether people face the problem often enough.
Customer discovery + prototype thinkingFollow the example →Questions to connect this topic with real situations
These related, illustrative practice guides can help you rehearse the conversation or task around your learning. Choose a suitable level; they do not replace the actual lesson brief or specialist review.
- I have never used AI. What should I try first?
- How can I use AI research without believing invented references?
All topic questions and scenarios · Choose a practice format