Guides & Tools
Practical guides, checklists, and curated references for software testing and AI-assisted testing.
Start with a guide, adapt it to your context, and review the result before using it in your work.
Prepare an AI-Assisted Testing Request
Structure your prompt for better AI-generated outputs.
Review AI-Generated Test Cases
Evaluate and validate what AI produces before using it.
Report a Testing Finding Clearly
Communicate defects and observations with precision.
Prepare an effective AI-assisted testing request
Give the tool enough context to produce something you can review.
Context
What feature are you testing, and what reliable information do you have?
Task
What outcome do you need: questions, risks, test ideas, analysis, or a draft?
Constraints
What is out of scope? Which facts are unknown? What must the tool avoid assuming?
Output format
What structure would make the response easier to inspect and use?
Review
Ask the tool to separate supplied facts, assumptions, and unanswered questions.
Review AI-generated test cases
AI-generated test cases are drafts. Review them before they become testing decisions.
Relevance
Does each case address the feature and risks that matter?
Evidence
Is the expected result supported by a requirement or credible source?
Coverage
Which conditions, boundaries, or failure paths are missing?
Clarity
Could another tester understand the setup, action, and observation?
Assumptions
What must be clarified before the case can be used?
An AI tool may invent a lockout rule for a login feature. Record it as an unanswered question until you have evidence for the expected behavior.
Report a testing finding clearly
Use this structure to prepare a clear bug report, testing note, or team conversation.
Context
Where did you observe the behavior?
Expected behavior
What did you expect, and what supports that expectation?
Observed behavior
What happened? Include evidence and the conditions needed to reproduce it.
Impact
Who or what could be affected? Separate known effects from possible risks.
Next step
What investigation, clarification, or decision would help?
For variable AI behavior, also record the input, the settings or version information you can access, and what happened across repeated attempts.
Explore curated testing references
Prompt Engineering for Testers
Prepare clearer requests and critically review AI output.
AI Terminology 100
Build a working vocabulary for AI-related testing conversations.
Software Testing Newsletters
Find recurring external sources for testing and industry updates.
Software Testing Tool Directories
Discover tool candidates and evaluate them against your context.
Continue from guidance to practice
Build the reasoning in Learn Lab. Practice safely in Play Lab. Apply methods and selected tools to realistic testing work in Apply Lab.