Production-Ready QA Prompts: The Copy-Paste Library

QA authority enforcing strict validation boundaries against AI overreach

A copy-paste library of production-ready QA prompts for real testing work. Screenshots, videos, test cases, acceptance criteria, and production bugs no theory, just usable prompts.

Training AI to Think Like a QA: A Real-World Testing Approach

QA engineer using AI chat interface to generate bug reports from application screenshots while reviewing and correcting the output in a modern testing workflow

Most AI prompt guides for QA are useless—they treat AI like a vending machine. Here’s the real workflow: how to train AI like a junior tester, course-correct mid-generation, and use it for screenshots, bug reports, and acceptance criteria validation. AI catches technical issues, but you still provide the judgment. This is how guerrilla QA uses AI without replacing critical thinking.

Guerrilla QA: Testing in the Real World (Not Silicon Valley)

QA professional managing multiple testing workflows on branch-level testing setup, representing guerrilla shift-left testing strategies for resource-constrained teams

Most shift-left testing advice assumes perfect CI/CD pipelines and dedicated QA teams. But what about the reality of 5 devs to 1 QA? Here’s how to make shift-left work with actual constraints, not Silicon Valley fantasy setups.

Automate Like a Pro: Real-World QA Testing with Playwright (No CI/CD Required)

Use Playwright to automate your QA workflow across real-world test cases—without needing CI/CD. We cover everything from form validation to iframe handling, and it’s all open-source via our repo and test sandbox.