Our AI Agent System
| Agent | Purpose | How It Activates | Learn More |
|---|---|---|---|
| Chat Assistant | Interactive testing, test creation, project analysis | You start a conversation | AI Chat Assistant |
| PR Review | Autonomous testing of every pull request | Automatic on PR open/update | GitHub App |
| Explorative | Deep on-demand testing with custom instructions | @qatech mention in PR comments | GitHub Actions |
| Test Generation | Creates test cases from requirements | Via Chat Assistant | AI Chat Assistant |
| Onboarding | First-time setup and baseline test coverage | Via Chat Assistant | AI Chat Assistant |
How It Works in Practice
Here’s what happens when you open a PR that changes your checkout flow: 1. Automatic DetectionWhen to Use AI Agents vs Scripts
| Scenario | AI Agents | Scripts | Manual QA |
|---|---|---|---|
| Exploratory testing | ✅ Best - discovers edge cases through varied behavior | ❌ Fixed paths only | ✅ Good - but slow and expensive |
| Regression testing | ✅ Good - handles UI changes gracefully | ✅ Best - fastest execution | ❌ Too repetitive |
| Exact same steps every time | ⚠️ Possible but overkill | ✅ Best - fully deterministic | ❌ Error-prone over time |
| Testing multiple user flows | ✅ Best - tries different approaches automatically | ⚠️ Need separate script per variant | ✅ Good - but doesn’t scale |
| Complex calculations | ❌ Use assertions in code instead | ✅ Best - precise math | ⚠️ Manual calculation prone to errors |
| Form filling with realistic data | ✅ Best - understands context | ⚠️ Need hardcoded test data | ✅ Good - but tedious |
| Testing preview environments | ✅ Best - automatic PR reviews | ⚠️ Need CI/CD integration | ❌ Requires manual coordination |
| First-time test coverage | ✅ Best - onboarding agent sets up quickly | ❌ Requires upfront investment | ⚠️ Slow to establish baseline |
Agent Coordination
Agents automatically hand off tasks to specialists when needed: Chat → Test GenerationTest Execution Model
QA.tech uses Claude Haiku 4.5 as the default AI model for test execution. This model provides the fastest test execution while maintaining high-quality results.| Model | Speed | Best For |
|---|---|---|
| Claude Haiku 4.5 (default) | Fastest | Most tests - recommended for day-to-day testing |
| Claude Sonnet 4.5 | Moderate | Complex scenarios requiring deeper reasoning |
You can override the agent per-test in the Advanced settings when creating or editing a test. See Creating Tests for details.
Get Started
Create Your First Test
Write tests in natural language. The AI generates steps automatically.
AI Chat Assistant
Conversational interface to create, edit, and manage tests.
Automatic PR Testing
Install the GitHub App for autonomous reviews on every PR.
CI/CD Integration
Trigger tests from your deployment pipeline.