auto_awesome AI Testing Capabilities
Self-Healing Tests
Tests that automatically adapt to UI changes and reduce maintenance effort by up to 60%.
Learn more →AI Test Generation
Generate test cases and code from user stories using LLMs. Reduce test creation time by 70-80%.
Learn more →Defect Prediction
AI-powered analytics to predict and prevent defects early in the development cycle.
Learn more →Visual AI Testing
AI-powered visual regression testing that intelligently detects UI changes and visual bugs.
Learn more →MCP Integration
Model Context Protocol for connecting LLMs to testing infrastructure and intelligent test execution.
Learn more →Intelligent Test Selection
AI selects the most relevant tests to run based on code changes, reducing CI execution time.
Learn more →build AI Testing Tools
Testim
Self-healing tests with AI-powered maintenance
Mabl
Low-code AI testing with self-healing capabilities
Applitools
Visual AI testing with intelligent visual validation
Launchable
AI-powered test selection and failure analysis
code AI-Powered Code Examples
// Self-healing test with AI selector repair
import { test, expect } from '@playwright/test';
import { selfHeal } from '@ai/test-sdk';
test.describe('Self-Healing Login', () => {
test('should login with self-healing selectors', async ({ page }) => {
// AI auto-repairs if selector changes
const emailField = await selfHeal.find(page, {
originalSelector: '[data-testid="email-input"]',
fallbackSelectors: ['#email', '[name="email"]'],
aiEnabled: true
});
await emailField.fill('user@example.com');
await page.click('[data-testid="login-button"]');
await expect(page).toHaveURL('/dashboard');
});
});// AI-generated test from user story
// User Story: As a user, I want to reset my password
import { test, expect } from '@playwright/test';
import { generateTest } from '@ai/test-generator';
// AI generates test based on user story
const testCases = await generateTest({
userStory: 'User password reset flow',
framework: 'playwright',
coverage: 'comprehensive'
});
// Test: successful password reset
test(testCases[0].description, async ({ page }) => {
await page.goto('/forgot-password');
await page.fill('#email', 'user@example.com');
await page.click('[type="submit"]');
await expect(page.locator('.success-message'))
.toContainText('Password reset link sent');
});trending_up Why AI Automation?
AI generates tests from requirements
Self-healing tests adapt to changes
AI identifies gaps and edge cases
Predictive analytics catch issues early
model_training MCP Integration for AI Testing
Model Context Protocol connects LLMs to your testing infrastructure for intelligent test execution.
// MCP Server setup for testing
import { MCPServer } from '@mcp/server';
const server = new MCPServer({
name: 'test-assistant',
capabilities: ['test-generation', 'failure-analysis']
});
server.onTestFailure(async (failure) => {
// AI analyzes failure and suggests fix
const analysis = await server.analyzeFailure(failure);
return analysis.suggestions;
});// MCP Client for test context
import { MCPClient } from '@mcp/client';
const client = new MCPClient({
serverUrl: 'http://localhost:3000'
});
test('AI-powered test', async () => {
const context = await client.getTestContext({
userStory: 'Login with valid credentials'
});
// AI enriches test with additional scenarios
await client.generateTestVariants(context);
});