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Use Cases

Field notes for checking AI citations.

Practical guides for students, educators, researchers, and everyday AI users who want to know whether cited sources are worth trusting.

How-to
How to check AI citations before you trust an answer

A practical first workflow: select the citation block, read the A-F grades, and decide which sources need a closer look.

How-to
How to fact-check AI without killing your productivity

A practical workflow for verifying AI citations and catching source risks without turning fact-checking into a second job.

How-to
Does "do not hallucinate" work? Why AI still makes things up

Why caution prompts can make AI sound more careful without giving it a reliable way to verify sources.

Education
How to use AI without handing in answers you can't explain

A practical guide to using AI in homework, essays, and research notes without letting weak sources slip into your work.

Research
KPMG, AI hallucinations, and why citations can look real

A research case note on a withdrawn AI report, fabricated references, and why source checks need to happen before a draft becomes a report.

Research
AI fake citations and hallucinated references: why they look real

Why AI-generated citations can look perfectly formatted and credible even when the source does not exist or does not support the claim.

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