--- title: Automated UI Testing with AI | Generate Playwright Tests from User Flows description: Generate UI tests automatically with AI. Convert user flows into Playwright test scripts with zero manual coding, self-healing automation, and faster release cycles. --- ##### [CUSTOMER LOGIN](https://app.roost.ai/login)  |  [Watch Demo](https://roost.ai/roost-demo) Search Site Search [![Roost-logo-white - Instant and ephemeral preview environments](https://roost.ai/hubfs/logos/Roost-logo-white.svg)](https://roost.ai) [![Roost.ai-logo-gold](https://roost.ai/hubfs/logos/Roost.ai-logo-gold.svg) Roost-logo-white - Instant and ephemeral preview environments](https://roost.ai) - Platform - [Unit Test](https://roost.ai/unit-test) - [API Test](https://roost.ai/api-test) - [Functional](https://roost.ai/functional) - [UI Test](https://roost.ai/ui-test) - Product - [What is RoostGPT](https://roost.ai/what-is-roostgpt) - [How RoostGPT Works?](https://roost.ai/how-roostgpt-works) - [Java Unit Test Cases](https://roost.ai/java-unit-testing-with-roost-testing-co-pilot) - [Go Unit Test Cases](https://roost.ai/golang-unit-testing-with-roost-testing-co-pilot) - [API Test Cases](https://roost.ai/api-testing-with-roost-testing-co-pilot) - [Getting Started](https://docs.roost.ai/books/roostgpt/) - [Blog](https://roost.ai/blog) - About - [Team](https://roost.ai/leadership-team) - [Careers](https://roost.ai/roost-careers) - [Contact Us](https://roost.ai/contact-the-folks-at-roost) [Try RoostGPT](https://app.roost.ai/tryRoostAI) ##### [CUSTOMER LOGIN](https://app.roost.ai/login)  |  [Watch Demo](https://roost.ai/roost-demo) Search Site AI-Powered Test Automation ## From URL to Test Suite Automatically. AI explores your app, discovers every workflow, generates production-ready Playwright tests, and repairs them when your UI changes. [Book an Enterprise Demo](https://roost.ai/roost-demo) [Try RoostGPT](https://app.roost.ai/tryRoostAI) ## Customers Adopting Generative AI Driven Testing and Development ![LOGO\_Epsilon](https://roost.ai/hubfs/logos/customer/LOGO_Epsilon.jpeg "LOGO_Epsilon") ![LOGO\_productiv](https://roost.ai/hubfs/logos/customer/LOGO_productiv.png "LOGO_productiv") ![LOGO-simpplr](https://roost.ai/hubfs/logos/customer/LOGO-simpplr.png "LOGO-simpplr") ![LOGO-beyond-limits](https://roost.ai/hubfs/logos/customer/LOGO-beyond-limits.png "LOGO-beyond-limits") ![LOGO\_B-country](https://roost.ai/hubfs/logos/customer/LOGO_B-country.png "LOGO_B-country") ![logo\_lightbeam](https://roost.ai/hubfs/logos/customer/logo_lightbeam.png "logo_lightbeam") ### Keep building the same way... using the same DevOps tools you love! The Roost platform takes care of the complex parts of testing and deploying changes.   ### 21+ Languages ### 4 AI Providers ##### CI/CD Native ##### 1 Binary ## Four Steps. Zero Test Code. From URL to comprehensive test suite, fully automated. ##### **1** ##### **Explore** AI agents discover every reachable workflow across your application. ##### **2** ##### **Generate** Production-ready Playwright tests are written automatically. ##### **3** ##### **Heal** Failing tests are diagnosed and repaired by a fixer agent. ##### **4** ##### **Learn** Each run improves the next through site memory and reusable patterns. ## Point. Discover. Done. Give it a URL. AI navigates like a real user and maps every testable workflow automatically. ![file-check](https://roost.ai/hubfs/icons/file-check.svg) Multi-agent exploration discovers every reachable workflow ![lightning-charge](https://roost.ai/hubfs/icons/lightning-charge.svg) Parallel workers process scenarios concurrently ![eye](https://roost.ai/hubfs/icons/eye.svg) Accessibility-tree analysis for reliable element detection ![demo](https://roost.ai/hubfs/0.Images/Integrations/demo.png "demo") product\_search.noauth.spec.js Generated ``` const { test, expect } = require('@playwright/test'); // Generated from natural language input test('search and add to cart', async ({ page }) => { await page.goto('/products'); await page.fill('[data-testid="search"]', 'wireless headphones'); await page.press('[data-testid="search"]', 'Enter'); await page.locator('.product-card').first().click(); await page.click('[data-testid="add-to-cart"]'); await expect(page.locator('.cart-count')).toHaveText('1'); }); ``` **Describe It. We'll Build It.** ## Plain English and documents become Playwright tests. Write tests in plain English or upload Word, PDF, Excel, and Gherkin docs — get production Playwright code back. - Multi-format ingestion for DOCX, PDF, XLSX, and Gherkin - Plain English to executable test code - Imports, describe blocks, step annotations, and assertions included **Not Stubs. Real Tests.** ## Complete Playwright suites you can install and run. Generated suites include assertions, config, setup and teardown, Page Object Models, and ready-to-run test files. LoginPage.js Page Object Model ``` const { BasePage } = require('./BasePage'); class LoginPage extends BasePage { constructor(page) { super(page); this.emailInput = page.locator('[data-testid="email"]'); this.passwordInput = page.locator('[data-testid="password"]'); this.submitButton = page.locator('[data-testid="login-btn"]'); this.errorMessage = page.locator('.error-alert'); } async login(email, password) { await this.emailInput.fill(email); await this.passwordInput.fill(password); await this.submitButton.click(); } async expectError(message) { await expect(this.errorMessage).toContainText(message); } } module.exports = { LoginPage }; ``` **BasePage** navigate(), waitForPageLoad(), getTitle() **LoginPage** login(), submitCredentials(), expectError() **ProductPage** search(), filterByPrice(), addToCart() **CartPage** updateQuantity(), removeItem(), checkout() **Architecture That Scales** ## Maintainable Page Object Models by default. Auto-generated Page Object Models with base classes, page objects, and component encapsulation. **-50%**Lines of Code **Zero**Selectors to Update **100%**Reusability ## Tests That Fix Themselves. UI changes break selectors. The system detects, diagnoses, and repairs failing tests automatically. Change Failure Diagnosis Repair Close Open Change ![text-fix1-L](https://roost.ai/hubfs/0.Images/Integrations/text-fix1-L.png)   ![text-fix1-R](https://roost.ai/hubfs/0.Images/Integrations/text-fix1-R.png) Close Open Failure ![text-fix2-L](https://roost.ai/hubfs/0.Images/Integrations/text-fix2-L.png)   ![text-fix2-R](https://roost.ai/hubfs/0.Images/Integrations/text-fix2-R.png) Close Open Diagnosis ![text-fix3-L](https://roost.ai/hubfs/0.Images/Integrations/text-fix3-L.png)   ![text-fix3-R](https://roost.ai/hubfs/0.Images/Integrations/text-fix3-R.png) Close Open Repair ![text-fix4-L](https://roost.ai/hubfs/0.Images/Integrations/text-fix4-L.png)   ![text-fix4-R](https://roost.ai/hubfs/0.Images/Integrations/text-fix4-R.png) **The Intelligence Layer** ## Smarter every run. RoostGPT learns reliable login patterns, form selectors, navigation paths and failure history, then shares knowledge across teams. ![site-memory](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/site-memory.png) ##### **Site Memory** Each run builds on prior discoveries so future runs expand coverage faster. ![Edge-Case-Discovery](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/Edge-Case-Discovery.png) ##### **Edge Case Discovery** Automatically discovers invalid inputs, boundary values, and error conditions. ![Shared-Knowledge](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/Shared-Knowledge.png) ##### **Shared Knowledge** Successful patterns are reused across teams, pages, and related workflows. **Every Login. Handled.** ## Authentication complexity is built in. MFA, OTP, encrypted credentials, multi-role testing, and session reuse are supported out of the box. ##### **1** ##### **MFA / OTP** Handle one-time passcodes and multi-factor login flows. ##### **2** ##### **Encrypted Credentials** Keep sensitive credentials secure across generated suites and CI. ##### **3** ##### **Multi-Role** Generate and run workflows for admins, customers, agents, and more. ##### **4** ##### **Session Reuse** Avoid redundant logins by persisting sessions safely between tests. ##### **5** ##### **SSO Ready** Support enterprise sign-in patterns and protected workflows. ##### **6** ##### **Negative Auth Tests** Validate invalid credentials, locked accounts, and permission boundaries. **Output & Documentation** ## Every run produces artifacts your team can use. Generate client-ready reports, multilingual documentation, BDD output, screenshots, and structured workflow summaries. ![Client-Ready-Reports](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/Client-Ready-Reports.svg) ##### **MFA / OTP** Handle one-time passcodes and multi-factor login flows. ![Language](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/Language.svg) ##### **Test in Any Language** 21+ languages with RTL support for test descriptions and documentation. ![BDD-Output](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/BDD-Output.svg) ##### **BDD Output** Generate Gherkin and BDD-style documentation alongside executable tests. ## Integrations & Deployment. Drop into your existing stack with zero friction. ![Pipeline-Native](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/Pipeline-Native.png) ### Pipeline Native Runs headless in any CI pipeline. Exit codes, JUnit output, and artifact uploads work out of the box. ![your-ai](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/your-ai.png) ### Your AI. Your Choice. Switch between OpenAI, Azure, Gemini, and Bedrock with a single env var. No code changes needed. ![one-bianary](https://20612886.fs1.hubspotusercontent-na1.net/hubfs/20612886/0.Images/Integrations/one-bianary.png) ### One Binary. Every Platform. A single binary runs on macOS, Linux, and Windows. Docker images and proxy/SSL support included. ## Workflow Flexibility. Fits into how you already work, not the other way around. ### Never Start Over. Each run builds on the last. ![over](https://roost.ai/hs-fs/hubfs/0.Images/Integrations/over.png?width=691&height=216&name=over.png) Incremental exploration remembers what was already discovered. New runs expand coverage without re-testing known workflows. ### Build on What You Have. Import existing tests to find gaps. ![over](https://roost.ai/hs-fs/hubfs/0.Images/Integrations/build.png?width=691&height=216&name=build.png) Import your existing test suite. UTG compares what you have against what it discovers and generates tests only for the gaps. ### You're Still in Control. Human-in-the-loop when you need it. ![over](https://roost.ai/hs-fs/hubfs/0.Images/Integrations/control.png?width=691&height=216&name=control.png) Pause, intervene, or redirect at any point. The AI waits for your input when human judgment is needed. ### Know What You Spend. Full cost visibility per phase. ![spend](https://roost.ai/hs-fs/hubfs/0.Images/Integrations/spend.png?width=691&height=216&name=spend.png) Track token usage and cost per exploration, generation, and repair phase. No hidden spend. ## The Old Way vs. The New Way. See what changes when testing is fully automated. | **Category** | **Traditional** | **UI Test Generator** | | --- | --- | --- | | Test Creation | ✖ Weeks of manual writing | ✔ **Minutes — fully automated** | | Test Maintenance | ✖ Constant manual updates | ✔**Self-healing — automatic** | | Coverage | ✖ Whatever testers have time for | ✔**Comprehensive — AI discovers what humans miss** | | Auth Testing | ✖ Complex setup, manual scripting | ✔ **Built-in — MFA, SSO, multi-role** | | Edge Cases | ✖ Often skipped due to time | ✔ **Automatic — dedicated discovery** | | Cross-team Learning | ✖ Starts from zero every time | ✔ **Shared knowledge across teams** | | CI/CD | ✖ Custom scripting required | ✔ **Native — headless, Docker-ready** | | Reporting | ✖ Manual documentation | ✔ **Automatic PDFs, summaries, BDD** | | Cost Visibility | ✖ Unknown AI spend | ✔ **Full tracking per-phase, per-provider** | ## Built for Real-World Testing. Everything you need for comprehensive, production-grade test automation. | **Category** | **RoostGPT** | | --- | --- | | ✔ Autonomous test discovery from URL | ✔ Docker deployment | | ✔ Test generation from natural language | ✔ Cross-platform (macOS, Linux, Windows) | | ✔ Test generation from documents | ✔ OpenAI, Azure, Gemini, AWS Bedrock | | ✔ Page Object Model generation | ✔ Import & analyze existing tests | | ✔ Self-healing test maintenance | ✔ Incremental runs & resume | | ✔ Multi-factor authentication (OTP/2FA) | ✔ Human-in-the-loop override | | ✔ Edge case & negative test generation | ✔ Cross-team knowledge sharing | | ✔ 21+ language support with RTL | ✔ Full AI cost tracking | | ✔ PDF reports with screenshots | ✔ Encrypted credential management | | ✔ Gherkin / BDD output | ✔ Parallel execution | | ✔ CI/CD pipeline integration | | ## Stop Writing Tests. Start Shipping. Your test suite is one command away. **$ ui-test-gen explore --url https://your-app.com** [Book an Enterprise Demo](https://app.roost.ai/tryRoostAI) [![Roost.ai creates ephemeral pre-productions environments and automatically tests code changes using existing wor ](https://roost.ai/hubfs/logos/Roost.ai-logo-gold.svg)](https://roost.ai/) [**Roost.ai 4950 Hamilton Avenue**](https://goo.gl/maps/n6i7bQKwTH545S899) [**San Jose, CA  95130**](https://goo.gl/maps/n6i7bQKwTH545S899) **Ph:** [+1 (669) 259-6674](tel:6692596674) [linkedin](https://www.linkedin.com/company/roost/) [github](https://github.com/) © 2026 Zettabytes Inc. dba Roost.ai - [Privacy Policy](https://roost.ai/privacy-policy) - Platform - [Unit Test](https://roost.ai/unit-test) - [API Test](https://roost.ai/api-test) - [Functional](https://roost.ai/functional) - [UI Test](https://roost.ai/ui-test) - Product - [What is RoostGPT](https://roost.ai/what-is-roostgpt) - [How RoostGPT Works?](https://roost.ai/how-roostgpt-works) - [Java Unit Test Cases](https://roost.ai/java-unit-testing-with-roost-testing-co-pilot) - [Go Unit Test Cases](https://roost.ai/golang-unit-testing-with-roost-testing-co-pilot) - [API Test Cases](https://roost.ai/api-testing-with-roost-testing-co-pilot) - [Getting Started](https://docs.roost.ai/books/roostgpt/) - [Blog](https://roost.ai/blog) - About - [Team](https://roost.ai/leadership-team) - [Careers](https://roost.ai/roost-careers) - [Contact Us](https://roost.ai/contact-the-folks-at-roost) ```json { "@context": "https://schema.org", "@type": "Organization", "name": "Roost.AI", "legalName" : "Zettabytes Inc. dba Roost", "alternateName": "Roost, Roost AI, zb.io, roost software, roost company, roost website, roost app, roost.io, Zettabytes Inc, Zettabytes Inc. dba Roost, Zettabytes", "url": "https://roost.ai/", "logo": "https://roost.ai/hubfs/logos/Roost-logo-gold.svg", "description": "At Roost, we provide on demand and ephemeral pre production environments. 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