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Learn how to generate clean test scripts using Playwright Codegen, and how to scale those drafts into a production-ready test architecture.
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Playwright Codegen is a native CLI (command-line interface) tool that generates test scripts automatically as you interact with a browser . It records your actions—like clicks, form inputs, and page navigation—and translates them into clean TypeScript or JavaScript test code.
For most developers, writing test locators (how tests find buttons) takes up 60% of test writing time.
Codegen reduces that time to zero.
Here is how to use it, and how to scale it from a simple draft tool to a full production architecture.
To start the generator, run this command in your terminal:
npx playwright codegen demo.playwright.dev/todomvc
This launch command opens two windows:
As you click on the page, the tool writes the test code automatically.
A test without assertions (checks to verify behavior) is just a script.
Codegen allows you to record checks directly from the UI.
In the browser window, hover over any element and click one of the check buttons in the toolbar:
This generates standard assertions like await expect(locator).toBeVisible() instantly.
Generated code is a draft.
To make it production-ready, apply these three rules:
Codegen does not generate sleep statements.
Playwright uses auto-waiting (waiting for elements to be ready).
Keep it that way.
Do not add manual timeouts.
Playwright prefers locators that represent user actions.
Codegen generates these by default:
// Good: accessible locator
await page.getByRole('button', { name: 'Submit' }).click();
// Bad: fragile CSS selector
await page.locator('#submit-btn-2').click();
Keep the accessible versions.
They prevent flaky tests (tests that fail randomly).
Do not record login steps in every single test.
Use Codegen to save your authentication state once.
Run Codegen with this save option:
npx playwright codegen --save-storage=auth.json
Then, configure your tests to load auth.json before running.
This saves hours of run time in CI (continuous integration servers).
As an AI QA Architect, I view Codegen as a helper.
It is the entry point of the Execution Layer in the 3-Layer System:
Codegen writes the initial code.
But it cannot design the framework.
It cannot handle API mocks (fake servers).
It cannot govern agentic testing systems (where AI agents write and heal tests).
Use Codegen to build the first block.
Then build the architecture around it.
Anton Gulin is the AI QA Architect — the first person to claim this title on LinkedIn. He builds AI-powered test automation systems where AI agents and human engineers collaborate on quality. Former Apple SDET (Apple.com / Apple Card pre-release testing). Find him at anton.qa or on LinkedIn.
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