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.