Evaluation & Trust
How to Fact-Check AI Answers Before You Use Them
A practical verification workflow for checking AI claims, links, numbers, and recommendations.
Verification, safety, privacy, and quality checks
Trust & Evaluation Desk
An editorial desk for checking AI answers, reducing avoidable mistakes, and asking safer questions when stakes are higher.
The Trust & Evaluation Desk focuses on verification, grounding, privacy-aware prompts, response rubrics, and when AI should not be used without qualified review.
Its articles are educational, not legal, medical, financial, or professional advice. Readers should verify important outputs with reliable sources and qualified humans when the decision matters.
Guides
Articles by this desk
Evaluation & Trust
Reduce Hallucinations by Grounding Your Prompts
Grounding prompts in source material, uncertainty labels, and verification steps can reduce avoidable false claims.
Evaluation & Trust
Safe Prompts for Sensitive Topics
For health, legal, financial, employment, and personal safety topics, prompts should emphasize limits, verification, and qualified review.
Evaluation & Trust
Prompt Injection Basics for Everyday AI Users
Prompt injection is not only a developer issue. Learn how to handle untrusted text, copied instructions, and suspicious model behavior.
Evaluation & Trust
Evaluate AI Responses With Simple Rubrics
A rubric gives you a practical way to compare AI answers for accuracy, relevance, completeness, clarity, and risk.
Evaluation & Trust
How to Ask AI for Sources Without Getting Fake Citations
Source-aware prompts should ask for verifiable references, source limits, and uncertainty instead of polished but unchecked citation lists.
Evaluation & Trust
Privacy-Aware AI Questions: What Not to Paste
A practical guide to minimizing sensitive data in AI prompts while still getting useful help.
Evaluation & Trust
When Not to Use AI for an Answer
Some questions are too sensitive, current, personal, or consequential for an AI answer without expert review.
Evaluation & Trust
Maintain Prompt Quality as Tools and Tasks Change
Prompts age. Build a simple maintenance habit for prompt libraries, team workflows, and recurring AI tasks.