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Lesson 1: Introduction to AI Self-Healing

Welcome to Mabl and Testim AI

Mabl and Testim are pioneers in AI-driven test automation. Unlike code-heavy frameworks, they use machine learning to make tests resilient.

The Flaky Test Problem

Traditional tests break when developers change UI IDs or class names. Maintenance becomes a black hole for QA time.

How AI Self-Healing Works

These platforms capture a "fingerprint" of elements:

  • Visual appearance
  • Text content
  • Surrounding DOM context
  • Relative position
  • If the ID changes, the AI finds the element with the closest fingerprint and "heals" the test.

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