Self-Healing Mobile Performance Testing
A self-healing QA agent is an AI-driven system that automatically fixes broken test steps, unstable selectors and flaky flows during execution, without human intervention. This means that the agent adapts in real time, by identifying new elements.
Panto QA's self-healing agent brings this capability to mobile automation, ensuring tests remain stable and reliable across builds, devices, and evolving UI designs.
Trusted by brands, across the globe
FLAKY TEST DETECTION
UNPREDICTABLE WAITS SOLVED
DEVICE-LEVEL FRAGMENTATION
HIGH MAINTENANCE COST
FALSE FAILURES BLOCKING CI/CD
Why Self-Healing Matters in Modern QA
Flaky Tests Caused By Dynamic Or Changed Elements
Dynamic or renamed elements no longer break your tests—self-healing patches them in real time.
Unpredictable Waits Or Asynchronous Screens
Async screens and unpredictable waits stop causing failures thanks to self-healing tests.
Device-Level Fragmentation
Self-healing absorbs device-level differences, ensuring reliable tests everywhere.
High Maintenance Cost For Automation Suites
Maintenance costs drop sharply when self-healing updates tests automatically as apps evolve.
False Failures Blocking CI/CD Pipelines
Self-healing prevents false failures, keeping your CI/CD pipelines flowing without interruptions.
How Panto QA's Self-Healing Agent Works
Mobile applications evolve rapidly—UI tweaks, new components, logic changes, A/B variations, and platform-specific differences all break traditional scripts. With self-healing, test suites become resilient and require minimal upkeep.
Detects UI Changes Instantly
If selectors, element IDs, accessibility labels, or screen layouts change, Panto identifies the new element based on context, structure, and visual cues.
Repairs the Test Step on the Fly
The agent automatically adjusts the locator strategy or test step so the execution continues without failure.
Learns From Patterns Across Runs
Panto tracks how elements evolve over builds, creating more stable and future-proof tests.
Updates the Script Automatically
The final Appium/Maestro/YAML script is rewritten with improved selectors and waits, reducing maintenance time.
Provides a Full Audit Trail
Teams can review what was healed, why, and what changed—full transparency, no black box.
Key Benefits of Self-Healing Automation
Eliminates Flaky Tests
Reduces test failure noise and increases trust in automated suites.
Reduces Maintenance by 70%+
Teams spend less time fixing scripts and more time building features.
Stable CI/CD Pipelines
Reliable results mean faster releases and fewer blocked builds.
Works for Any Mobile Stack
Supports native, hybrid, React Native, Flutter, and legacy apps.
Future-Proof Automation
As your app evolves, your tests evolve with it.
Ideal Use Cases
Why Teams Love Panto's Self-Healing Agent
It removes the hardest part of mobile automation: keeping tests alive long-term. Instead of brittle selectors and constant patching, teams get resilient, adaptive tests that run reliably across builds, devices, and environments.