AI Test Generation

Let AI create comprehensive test suites from natural language descriptions. Just describe what you want to test, and BugBrain generates the test cases.

How It Works

1. You describe what you want to test in plain English
2. AI analyzes your description and project context
3. Tests are generated with steps, assertions, and quality scores
4. You review and run the generated tests

What You Can Generate From

Natural Language Descriptions

Simply describe your feature:

"Test the login flow for a user with valid credentials. They should
be able to enter their email and password, click sign in, and see
their dashboard."

User Stories

Paste in user stories or requirements:

As a user
I want to search for products by name
So that I can quickly find what I'm looking for

API Schemas

Upload OpenAPI/Swagger specs to generate API tests.

Screenshots

Upload screenshots of your application and AI will generate tests based on what it sees.

AI Providers

BugBrain supports multiple AI providers:

Knowledge Base Integration

Improve test accuracy by adding project-specific knowledge:

• Documentation - Link to your app’s documentation
• Business Rules - Describe domain-specific logic
• Common Patterns - Explain recurring workflows

AI uses this context to generate more relevant and accurate tests.

Learn about Knowledge Base →

Quality Scoring

Every generated test includes:

AI Quality Score (0-100)

Overall assessment of test quality based on:

• Clarity - Are steps clear and unambiguous?
• Completeness - Does it test the full scenario?
• Testability - Can it be reliably executed?

Confidence Breakdown

Detailed scores for each dimension:

• Coverage confidence
• Step accuracy
• Assertion quality
• Maintainability

Advanced Options

When generating tests, you can enable:

Edge Case Generation

AI automatically creates tests for:

• Boundary conditions (empty inputs, max length)
• Error scenarios (invalid data, network failures)
• Race conditions and timing issues

Security Test Generation

Generate security-focused tests:

• XSS injection attempts
• SQL injection prevention
• Authentication bypass attempts
• Authorization checks

Accessibility Test Generation

Create WCAG 2.1 compliance tests:

• Keyboard navigation
• Screen reader compatibility
• Color contrast verification
• ARIA label checking

Deduplication

BugBrain automatically detects and prevents duplicate tests:

• Semantic Comparison - Similar tests are identified even if worded differently
• User Confirmation - You’re prompted before creating potential duplicates
• Clustering - Related tests are grouped together

Test Clustering

Generated tests are automatically organized into clusters by feature area:

• Login and authentication
• Shopping cart and checkout
• Search and filtering
• User profile management

This helps you understand coverage at a glance.

Feedback Loop

Help improve AI quality by providing feedback:

• 👍 Helpful - Test is accurate and useful
• 👎 Not Helpful - Test needs improvement
• Detailed Feedback - Report specific issues (too generic, missing edge cases, wrong steps)

Your feedback helps BugBrain learn and improve over time.

Cost and Usage

AI test generation counts against your plan’s quota:

Next Steps