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🧩 Your Playwright Framework Is Dumb — Until You Add AI

3 min readNov 5, 2025
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“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.

Example:

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Shahnawaz Khan
Shahnawaz Khan

Written by Shahnawaz Khan

SQA Automation Engineer | SDET | Python & JavaScript Development | AI & ML Enthusiast | Passionate STEM Learner | PlayWright, Cypress, Selenium, API Testing

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