1. Dynamic Locator Adjustment

If an element’s attribute (e.g., ID, XPath, CSS) changes, AI-based automation updates the locator without manual intervention.

2. AI and Machine Learning

Self-healing tools analyze UI changes over time and predict the most stable locators for consistent test execution.

3. Reduced Test Failures

Minimizes flaky tests caused by UI modifications, improving test reliability.

4. Integration with CI/CD Pipelines

Works with DevOps workflows, ensuring continuous testing without manual script updates.

5. Popular Tools

Selenium with Healenium, Testim, Katalon, and Tricentis Tosca support self-healing capabilities.

6. Benefits

Saves time, reduces maintenance costs, and enhances test stability, making automation scalable and efficient.