UI automation teams often spend significant time writing repetitive Page Object Model classes. This post outlines a workflow that combines a UI page parser with AI skills to generate test scripts automatically. The approach starts by standardizing page elements into a structured file, then uses AI to produce POM classes and test cases. This reduces manual effort and helps teams scale their automation coverage. The methodology is language-agnostic and can be adapted to different frameworks beyond Playwright. For engineering leaders, this represents a shift toward AI-assisted test development, where the focus moves from writing boilerplate to reviewing and maintaining generated scripts. The key takeaway is that AI can handle the mechanical parts of test generation, but human oversight remains essential for edge cases and business logic validation.
A practical workflow for using AI to generate UI automation scripts from standardized page element definitions, reducing manual POM coding.