Become an AI Test Automation Architect

Build self-healing automation, AI test generation, failure intelligence, and release verification using Playwright, MCP, Agents, Cursor, Claude, and LangGraph.

4 modules · 36 AI Automation Recipes · capstone portfolio project

Explore the modules

Tap 1–4 · preview each module

pass warn block

Built for QA engineers at every level

Whether you are writing your first test or already leading an automation team — this bootcamp meets you where you are.

Manual QA

You know how to test. After this bootcamp you know how to build AI-powered automation systems using Playwright, MCP, and intelligent testing tools.

manual tester AI automation engineer

QA Lead / Architect

You're using AI tools daily — but there's no structured system. After this bootcamp you design and lead AI-powered testing systems across your team.

Ad-hoc AI usage → AI Test Automation Architect

Skills, technologies, AI automation recipes — then a capstone portfolio project

Curriculum

Four outcome-driven modules

36 AI Automation Recipes · 4 modules · real automation systems

  1. 01
    Self-Healing Automation Resilient tests · 10 recipes
  2. 02
    Intelligent Test Generation AI-powered creation · 10 recipes
  3. 03
    Smart Analysis & Triage Failure intelligence · 10 recipes
  4. 04
    Maintenance & Optimization Scale & optimize · 6 recipes
Integrated stack

The stack teams already use

Playwright · Cursor · Claude · MCP · LangGraph · OpenAI APIs

AI Test Automation Cookbook · 36 AI Automation Recipes

Playwright Cursor Claude LangGraph MCP OpenAI APIs
What you build

Portfolio projects, not just certificates

Real automation work you can demonstrate

recipes36 hands-on
repoReal code
capstonePortfolio
  • Working automation with AI-powered self-healing
  • Capstone project demonstrating full architect skills
Final deliverable

Capstone: AI-Powered Automation Solution

Build a complete AI-powered automation solution using multiple techniques learned throughout the program. Leave with a portfolio project you can demonstrate to employers or teams.

You deliver Portfolio project
How each recipe works Understand Hands-on lab Implementation portfolio project

What You'll Build

Every module produces real, working automation you own. By the end of the bootcamp you'll have a portfolio of AI-powered automation projects to demonstrate to employers or teams.

🔧
Module 1

Self-Healing Playwright Framework

A resilient automation framework that detects and repairs broken selectors, validates UI visually, and reduces maintenance effort automatically.

Module 2

AI-Generated Test Suite

A complete test suite generated from user stories and OpenAPI specs — E2E, API, accessibility, security, and performance tests, all AI-assisted.

🔍
Module 3

AI Failure Analysis Pipeline

An intelligent triage system that clusters failures, identifies root causes, predicts flaky tests, and auto-generates Jira bugs from run results.

📊
Module 4

MCP-Powered QA Workflow

An optimised automation suite with dead test detection, AI-based execution ordering, automated code review, and cost tracking built in.

🔄
Module 4

Selenium → Playwright Migration

A fully migrated, AI-refactored Playwright suite converted from Selenium — with duplicate removal, test prioritisation, and CI optimisation.

🎯
Capstone

AI-Powered Automation Solution

Your final portfolio project — a complete AI automation system applied to a real codebase, combining techniques from all 4 modules. Demonstrable to employers and teams.

4 Outcome-Driven Modules · 36 Hands-On AI Automation Recipes

Each module follows the same rhythm: concept walkthroughhands-on labimplementation you keep. Learn through real automation challenges that QA engineers face every day. Tap modules 1–4 in the preview above.

4 modules 36 hands-on labs Playwright + MCP + Claude + LangGraph ~27h core labs 4h capstone project
Every lab: Walkthrough Hands-on Lab Implementation you keep
Getting Started 2h

Environment Setup & AI Tools Baseline

Set up your environment: fork the cookbook repo, configure Cursor with AI rules, connect MCP and LangGraph in your IDE. Run your first AI-assisted automation workflow and verify everything works end-to-end.

You deliverForked repo · Cursor + MCP configured · AI rules wired · first automation workflow running

Module 1~7h

Self-Healing Automation

Build resilient automation that recovers from UI changes automatically, reducing maintenance effort and improving test stability.

OutcomeAutomation suites that require less maintenance and recover from change automatically

Preview in explorer →
Module 2~7h

Intelligent Test Generation

Generate automation directly from requirements, APIs, and business workflows. Stop writing tests from scratch — let AI accelerate your coverage.

OutcomeCreate automation faster using AI-assisted generation techniques across multiple test types

Preview in explorer →
Module 3~8h

Smart Test Analysis & Triage

Use AI to investigate failures, identify risk, and accelerate debugging. Spend less time investigating and more time improving quality.

OutcomeIdentify root causes faster, reduce noise, and make data-driven quality decisions

Preview in explorer →
Module 4~5h

Test Maintenance & Optimization

Scale large automation suites with less effort and lower maintenance cost. Optimize your automation investment for long-term sustainability.

OutcomeOptimize automation investments and improve long-term maintainability across your suite

Preview in explorer →
Capstone 4h

Capstone: AI-Powered Automation Solution

Apply techniques from all 4 modules to build a complete AI-powered automation solution. This is your portfolio project — choose a real codebase and demonstrate architect-level skills:

Build on your own codebase

Apply techniques from all 4 modules to a real Playwright repo. Walk away with a portfolio project — self-healing automation, AI-generated tests, failure analysis, and an optimised suite — that you can demonstrate to employers or teams.

You deliverA complete AI-powered automation portfolio — self-healing framework, AI test suite, failure analysis pipeline, and optimised suite on your own codebase

Curriculum modules
ModuleTitleHoursDeliverable
SetupEnvironment Setup & AI Tools Baseline2hForked repo · Cursor + MCP configured
Module 1Self-Healing Automation~7hSelf-healing Playwright framework
Module 2Intelligent Test Generation~7hAI-generated test suite
Module 3Smart Analysis & Triage~8hAI failure analysis pipeline
Module 4Maintenance & Optimization~5hOptimised suite + Selenium migration
CapstoneRelease week4hShip/no-ship brief

You Will Work With

Gain hands-on experience with the tools modern AI automation engineers use every day.

🎭
Playwright Browser Automation
🔌
MCP Model Context Protocol
Cursor AI-Powered IDE
🤖
Claude AI Assistant
🧠
OpenAI APIs LLM Integration
🔗
LangGraph AI Agent Workflows
💻
GitHub Copilot Code Assistance
🌐
Browser Automation E2E Testing
🔌
API Automation Contract Testing
🤖
AI Agents Intelligent Automation

Already using TestNeo? Your Academy account works with the platform — same skills, team-scale verification.

Try TestNeo free →

Basic or Advance

Basic $59 — full path and capstone. Advance $119 — everything in Basic plus team-ops briefings and architect guides.

Advance

Everything in Basic + architect & team leadership track

$119
  • All Basic content
  • Release gate & orchestrator workshops
  • Team rollout guide & architecture decision frameworks
  • Leadership briefing templates + team onboarding guide
Get Advance — $119

Common questions

Manual QA: Start in the setup module — guided walkthroughs and hands-on labs build your Playwright skills progressively; you do not need to be a senior coder on day one.

SDET / Automation Engineer: Fastest lane — you already know CI; you add AI-powered self-healing, intelligent generation, and failure analysis to your existing skillset.

Already using AI at work: You keep Copilot, Claude, MCP, and LangGraph — and learn how to apply them systematically to real automation challenges, not one-off chat sessions.
Run all eight playbooks on your team’s repo, read agent output in summary.json, heal specs in Cursor, and deliver a capstone release brief with pass / warn / block and riskScore. Advance adds team-ops briefings so you can assign owners per playbook and brief your EM with one auditable doc.
Basic — complete all 4 modules and the capstone project yourself. Advance — same, plus architecture and team leadership content: advanced orchestration, team rollout guides, and leadership briefing templates.
Some labs are key-optional; the course marks which AI agent labs need .env API keys. Core automation labs and Playwright work without paid API keys.
Learn on the cookbook’s sample app, then run the same automated lab runner commands and templates against your Playwright repo. The capstone is written for your real release — not a made-up company name you need to explain to your manager.
No. Everything — all 4 modules and the capstone — runs on your forked cookbook repo with Playwright. No paid platform required.
Yes. Professional services can implement AI-powered automation on your repo and CI — no platform required. Discuss a project →

Contact: support@testneo.ai

Become an AI Test Automation Architect.

36 AI Automation Recipes. 4 outcome-driven modules. One capstone portfolio project on your own codebase. Start this week.

Basic vs Advance ↑ · Ask a question