Member-only story
🧩 Your Playwright Framework Is Dumb — Until You Add AI
“AI won’t replace testers — but frameworks without AI will become obsolete.”
In 2025, test automation is no longer about writing static scripts that wait for elements and click buttons. The future belongs to AI-driven frameworks — intelligent systems that adapt, learn, and self-heal.
And your Playwright framework is about to get a lot smarter.
🤖 Why Traditional Playwright Tests Fail in Modern Web Apps
Modern web applications are dynamic — they load elements asynchronously, update DOMs frequently, and use virtualized components.
Static test scripts struggle with:
- ❌ Flaky selectors that break on minor UI changes
- ⏳ Hard-coded waits causing inconsistent runs
- 🧩 Static validations that miss context-aware issues
AI bridges this gap by making tests adaptive and self-learning.
🧠 1. Auto-Healing Selectors
AI agents can detect when a locator breaks and automatically suggest or switch to an alternative selector — using context like DOM structure, visual layout, or text similarity.