---
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.
---

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)

![](https://px.ads.linkedin.com/collect/?pid=3511466&fmt=gif)

```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. Also, Roost does Environments-as-a-Service (EaaS) for pre-production cloud-native workloads.",
"disambiguatingDescription": "Roost.ai is an Environments as a Service (EaaS) platform that on-demand creates an ephemeral pre-production environment.
.",
"foundingDate": "2019",
"foundingLocation": [
{
"@type": "Place",
"geo": {
"@type": "GeoCoordinates",
"latitude": "37.28993123565664",
"longitude": "-121.98808678843649"
},
"name": "4950 Hamilton Ave"
}],
"knowsAbout": [
"Environments as a Service",
"Environment as a Service",
"EaaS",
"ephemeral pre-production environment",
"ephemeral pre-production environments",
"pre-production environments",
"Production-like environments",
"Production-like Environments as a Service",
"Instant & Ephemeral Environments for DevOps",
"Ephemeral test environments",
"staging environments",
"Kubernetes management",
"Ephemeral Environments",
"Ephemeral Environments for DevOps"],
"founders": [
{
"@type": "Person",
"name": "Rishi Yadav"
},
{
"@type": "Person",
"name": "Sudhir Jangir"
} ],
"address": {
"@type": "PostalAddress",
"streetAddress": "4950 Hamilton Ave",
"addressLocality": "San Jose",
"addressRegion": "California",
"postalCode": "95130",
"addressCountry": "USA"
},
"contactPoint": {
"@type": "ContactPoint",
"contactType": "customer support",
"areaServed": ["US","CA","GB","AU"],
"telephone": "[508-808-2441]",
"availableLanguage": ["English"],
"email": "info@roost.ai"
},
"sameAs": [
"https://goo.gl/maps/6ZYiaECvjw8JKsxf6",
"https://www.linkedin.com/company/roost/",
"https://www.crunchbase.com/organization/roost-ai",
"https://pitchbook.com/profiles/company/468023-05",
"https://twitter.com/roost",
"https://strategyinsights.eu/roost/",
"https://www.reddit.com/r/roostai/",
"https://github.com/roost-io",
"https://zb.io/",
"https://www.zoominfo.com/c/zettabytes-inc/465961516",
"https://www.glassdoor.com/Jobs/Zettabytes-Inc-Zb-Jobs-EI_IE4469637.0,14_KO15,17.htm",
"https://rocketreach.co/zb-io-profile_b45062cbfc7846fc",
"https://dev.to/roost",
"https://blog.roost.io/",
"https://aws.amazon.com/marketplace/seller-profile?id=aa12f3de-8bb4-49fe-9370-471656a366fe",
"https://www.signalhire.com/companies/zettabytes-inc"
]}
```

```json
{
  "@context" : "https://schema.org",
  "@type" : "VideoObject",
  "caption" : "No more stale QA staging environments",
  "contentUrl" : "https://roost.ai/hubfs/Videos/Rishi-Yadav-no-more-static-staging-sites.mp4",
  "description" : "The primary benefits of ephemeral environments are to speed up code release velocity and reduce cloud costs.",
  "duration" : "PT1M34S",
  "name" : "No more static QA staging environments and Hello Roost ephemeral pre-production environments",
  "thumbnailUrl" : "https://roost.ai/hs-fs/hubfs/custom-video-thumbnails/Rish-Yadav-no-more-static-stagic-sites-thumb-2-1.jpeg"
}
```