AI for QA
Two progressive levels that teach you how AI works, how to use it across every manual QA discipline, and how to build a complete AI testing toolkit.
Select any chapter from the sidebar, or start at Chapter 1 below. Every chapter includes explanations, QA analogies, and hands-on practice assignments. The practice guides contain assignments for every chapter using your real work.
Level 1 — Understanding AI
Five chapters covering what AI is, how it works, how to prompt it effectively, and how to set up your AI-powered QA workspace in VS Code with GitHub Copilot and Skills.md.
Use AI Before You Learn About It
Generate real test cases with Claude on Day 1. Discover hallucination first-hand.
The Disruption Is Already Here
Why the AI shift is different. Every SDLC role affected simultaneously. QA as governor.
How AI Works & Responsible Use
LLM training, context windows, hallucination, token limits, and data privacy.
Prompts & Context
Role · Context · Instruction · Format. Prompts that produce useful QA output first time.
VS Code, GitHub Copilot & Skills.md
Set up your AI workspace. Write your first Skills.md — the context window solution.
Level 1 Practice Guide
Hands-on assignments for every chapter using your real sprint and requirements.
Level 2 — AI for Manual Testing
Five chapters applying AI across every manual QA discipline — powered by MCP, Playwright agents, and your connected workspace.
MCP in VS Code
Install Filesystem & Playwright MCP. Connect Claude to your project and live app.
Requirements & Gherkin
AI ambiguity detection. Requirement-to-feature-file pipeline with consistent prompts.
Exploratory Testing with AI Agents
Write charters. Direct Claude via Playwright MCP. 50–80 scenarios per hour.
Test Data & Bug Reporting
Synthetic test data, DPDP Act compliance, AI-structured bug reports.
AI Testing Toolkit Organisation
Repository structure, prompt versioning, Skills.md evolution, Level 3 readiness.
Level 2 Practice Guide
Hands-on assignments requiring MCP. Build on each other — don't skip Chapter 1.