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monday Engineering

Traditional E2E testing tools operate at the DOM level, making them brittle and maintenance-heavy. A new approach uses AI agents and component-aware static analysis to generate Playwright tests from source code rather than rendered HTML. The system employs seven specialized AI agents across two phases: Setup (analyzing components, injecting test IDs, generating locators and page objects) and Generation & Execution (planning tests, generating code, and healing failures). This architecture treats Playwright as a performer following a script rather than improvising from the DOM, resulting in deterministic, maintainable tests that teams can deploy from zero to production in under an hour. The approach shifts effort from writing selectors and fixing brittle tests to defining meaningful user flows and validating business logic.

How AI Agents Replace DOM Scraping with Component-Aware Static Analysis

The Results: From Zero to Production E2E in Under an Hour

What Comes Next: Continuous Test Intelligence