AI-powered test automation is moving beyond simply generating Playwright or Selenium scripts.

The next evolution is an AI test automation agent that can understand application requirements, create test scenarios, interact with the browser, execute tests, analyze failures, and help maintain automation, without requiring testers to write every line of code manually.

A practical architecture for this combines:

LLM / AI Agent for reasoning and planning

RAG for project-specific QA knowledge