This course maps to six roles: AI Test Engineer, LLM QA Engineer, Prompt/RAG Tester, Automation
Tester (AI-focused), AI Agent QA Specialist and AI Security Tester. All of them involve
validating AI systems for accuracy, reliability and security, though they differ in which AI
components are tested and which tools are used.
| Role |
Core Tools |
| AI Test Engineer |
Python, RAGAS, LangSmith, Playwright |
| LLM QA Engineer |
ChatGPT, Gemini, Claude, Python |
| Prompt/RAG Tester |
RAGAS, LangChain, Vector DBs |
| Automation Tester (AI-focused) |
Playwright, Selenium, Postman, MCP |
| AI Agent QA Specialist |
LangChain, MCP, Python |
| AI Security Tester |
Python, Postman, adversarial testing tools |
Most graduates begin as an AI Test Engineer, LLM QA Engineer or AI-focused Automation Tester,
then branch into the other roles after two to four years, once they have built domain knowledge
in a particular AI component or testing area.