Self-healing test automation

Turn broken UI tests into actionable automation insights

TestZombie helps teams reduce maintenance, understand failures and continuously improve their automation portfolio with rule-based and AI-powered healing.

๐Ÿค–

AI-powered Healing Engine

Stop rewriting broken tests after UI changes. Combine deterministic healing with AI-powered semantic recovery.

๐Ÿง 

Root Cause Analysis

Understand whether a failure is caused by the product, locator drift, test data or an intended UI change.

๐Ÿ“ˆ

ROI Dashboard

Prove the value of automation with saved hours, reduced maintenance and health metrics.

๐Ÿš€

Automation Cockpit

Continuously improve your portfolio with concrete recommendations for developers and QA teams.

Healing Engine

Stop rewriting broken tests after every UI change

TestZombie applies internal rules and AI-powered semantic analysis to recover unstable locators, validate alternatives and keep automation reliable.

Intelligent locator repair
Semantic element recognition
DOM comparison
Human approval workflow
๐Ÿงฌ

Healing that understands intent

Selector changes are evaluated against semantic context, DOM structure and confidence signals.

CSS / XPath / IDSupports locator strategies across Selenium, Playwright and Appium.
Confidence scoringEvery recommendation includes context and review status.
Root Cause Analysis

Know why your tests failed before opening your IDE

Root Cause Analysis separates real application defects from locator issues, unstable timing, test data problems and expected product changes.

  • Detect test problems and UI regressions faster
  • Capture root cause, confidence and review state
  • Give developers clear context instead of raw stack traces

Failure classification

Failed UI test
โ†“
AI analysis with DOM and historical context
โ†“
BugApplication defect
TestAutomation issue
ChangeExpected UI change
Automation Cockpit

Continuously improve your automation portfolio

The Automation Cockpit analyzes failure patterns, healing opportunities and maintenance hotspots, then turns them into developer-ready recommendations.

๐Ÿ’ก

AI improvement suggestions

Prioritized recommendations for locators, page objects and fragile automation patterns.

๐Ÿงช

Flaky test signals

Identify unstable tests and recurring failure patterns before they slow down releases.

โšก

Slow test insights

Find performance bottlenecks in your suite and focus optimization work where it matters.

๐Ÿงน

Obsolete tests

Surface tests that no longer represent current product behavior or business value.

๐ŸŽฏ

Healing opportunities

Discover where self-healing can reduce repeated manual maintenance.

๐Ÿ’ฐ

ROI potential

Translate technical improvements into saved hours and measurable business impact.

ROI Analytics

Prove the value of resilient automation

Track saved engineering hours, reduced maintenance effort and overall automation health to make the business impact visible.

HoursSaved engineering time
CostsReduced maintenance effort
HealthAutomation suite stability
TrendsFailures and healing progress
Framework Support

One healing engine. Multiple test frameworks.

Use TestZombie across web and mobile without maintaining separate healing concepts.

Se

Selenium

Self-healing for existing Selenium suites with familiar Java and WebDriver workflows.

JavaGridRemoteWebDriver
Pw

Playwright

Fixture-based integration for Playwright tests across Chromium, Firefox and WebKit.

ChromiumFirefoxWebKit
Explore Playwright โ†’
Ap

Appium

Mobile healing for Android and iOS with platform-specific matching signals.

AndroidiOSMobile
Enterprise readiness

Built for enterprise adoption

Support controlled rollout with SSO, roles, auditability, workspace isolation and transparent billing.

Microsoft Entra ID / SSO
Role-based access control
Audit logging
Workspace isolation
Framework support

Works with your existing test stack

TestZombie complements existing Selenium, Playwright and Appium automation without replacing your execution infrastructure or framework choice.

Selenium Playwright Appium Android Appium iOS Chromium Firefox WebKit Selenium Grid
Flexible AI choice

Your AI. Your choice.

Use the model that fits your requirements. TestZombie supports OpenAI, Gemini and Mistral - or connect your own AI model with BYOKI.

More flexibility for privacy, cost, performance and company policies - without being locked into a single model provider.

OpenAI Flexible model choice with OpenAI
Gemini Google Gemini as an AI option
Mistral European AI option with Mistral
BYOKI Bring Your Own AI - connect your own model
Why TestZombie AI

Move from reactive maintenance to proactive improvement

Traditional automation only tells you that a test failed. TestZombie AI helps explain why it failed and what your team should do next.

Traditional automation

  • Manual locator updates after UI changes
  • Hours of investigation for unclear failures
  • Static dashboards without recommendations
  • Unknown ROI and hidden maintenance costs

TestZombie AI

  • AI-powered locator self-healing
  • Root cause analysis with clear classification
  • Automation Cockpit with actionable recommendations
  • ROI dashboard for saved hours and test health
FAQ

Questions about AI-powered test automation

Answers to common questions about self-healing, privacy and integration with Selenium, Playwright and Appium workflows.

Self-healing repairs unstable or broken locators by finding and validating reliable alternative elements when the UI changes.

TestZombie AI provides healing recommendations and validated selector alternatives. Teams can review and approve changes according to their workflow.

Yes. Root cause analysis classifies failures as application defects, unstable tests or expected product changes whenever enough context is available.

No. TestZombie AI complements existing Selenium, Playwright and Appium automation while your execution infrastructure stays in place.

The Automation Cockpit analyzes your automation portfolio and surfaces concrete recommendations for stability, maintainability and ROI.

Yes. TestZombie AI supports enterprise needs such as SSO, roles, auditability and workspace-based governance.

See TestZombie AI in action

Start with your existing Selenium, Playwright or Appium tests and discover how much maintenance effort your team can save.

Book a demo
Book a demo