Automated AI Security Testing
Comprehensive automated testing suite for AI systems. Detect vulnerabilities, test defenses, and ensure robust security.
Test Categories
Automated testing for prompt injection vulnerabilities with 500+ attack patterns and bypass techniques.
Test model resilience against training data poisoning and backdoor attacks with automated validation.
Evaluate protection against model extraction attacks and intellectual property theft attempts.
Test model resilience against adversarial examples and evasion attacks across multiple domains.
Automated detection of training data leakage, PII exposure, and membership inference vulnerabilities.
Comprehensive testing for autonomous agent security including tool misuse and policy violations.
Key Features
Integrate with CI/CD pipelines for automated security testing
Schedule regular security scans and vulnerability assessments
Automated regression testing for security fixes
Detailed vulnerability reports with severity ratings
Remediation recommendations and code examples
Export reports in multiple formats (PDF, JSON, HTML)
Create custom test cases for your specific use cases
Configure test parameters and thresholds
Extend with custom plugins and test modules
Quick Start Guide
1. Install the Testing Suite
pip install ai-security-testing
2. Initialize Configuration
ai-security-test init --config my-config.yaml
3. Run Your First Test
ai-security-test run --suite prompt-injection --target https://api.example.com
from ai_security_testing import SecurityTester
# Initialize tester
tester = SecurityTester(
target_model="gpt-4",
api_endpoint="https://api.openai.com/v1/chat/completions"
)
# Run comprehensive test suite
results = tester.run_all_tests(
test_suites=[
"prompt_injection",
"data_leakage",
"adversarial_robustness"
],
severity_threshold="medium"
)
# Generate report
tester.generate_report(
results=results,
output_format="html",
output_path="security_report.html"
)
Example GitHub Actions workflow for automated security testing:
name: AI Security Tests
on: [push, pull_request]
jobs:
security-test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Run AI Security Tests
run: |
pip install ai-security-testing
ai-security-test run --all --fail-on-high
Download Testing Suite
Start automated security testing for your AI systems today.