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AI Risk Library · Sources & citations
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Sources & citations: 20 ways AI gets it wrong

Fabricated citations, broken links and sources that don't support the claim. Each failure mode below is phrased as the question people actually ask, with what it looks like in real work — and the layer of the Trust Stack that catches it.

Agreement alone is not proof

Does AI cite sources that don't back up its claims?

A footnote points to a document that says nothing about the point it supposedly proves.

Caught by the Independent Auditor

Why does AI cite sources that aren't relevant?

A reference is attached that has no real bearing on the argument.

Caught by the Independent Auditor

Can AI rely on sources that are out of date?

An argument leans on a report that has since been replaced.

Caught by the Independent Auditor

Does AI treat low-quality sources as reliable?

A weak forum post is cited as if it were authoritative evidence.

Caught by the Independent Auditor

Why does AI cite commentary instead of the actual law?

A summary article is cited where the underlying statute should be.

Caught by the Independent Auditor

Can AI misquote a source it's citing?

A quotation appears in the text that the original source never contains.

Caught by the Independent Auditor

Does AI paraphrase sources inaccurately?

A restated finding shifts the source's meaning enough to mislead.

Caught by the Independent Auditor

Why does AI fabricate citations that don't exist?

A reference list includes a paper, author, and date that cannot be found anywhere.

Caught by the Independent Auditor

Can AI guess a source's content from its title alone?

A document is summarized confidently from its headline without the text being read.

Caught by the Independent Auditor

Does AI treat blog posts as authoritative evidence?

An opinion blog is cited with the same weight as an official record.

Caught by the Independent Auditor

Why does AI cite marketing copy as neutral fact?

A vendor's own brochure is used as impartial proof of its claims.

Caught by the Independent Auditor

Does AI ignore sources that contradict it?

A confident answer omits the well-known sources that say the opposite.

Caught by the Devil's Advocate

Can AI fail to check which source is more recent?

An older and newer source are cited side by side with no note of which supersedes.

Caught by the Independent Auditor

Does AI mix up sources from different jurisdictions?

Authorities from several legal systems are blended without flagging which applies.

Caught by the Independent Auditor

Why does AI cite rules from the wrong country?

Guidance for one country is built on the laws of another.

Caught by the Independent Auditor

Can AI rely on sources that have been replaced?

A repealed regulation is cited as if it were still in force.

Caught by the Independent Auditor

Does AI blur official sources and opinion?

A government notice and a pundit's take are presented as equally official.

Caught by the Independent Auditor

Can AI cite a source for the wrong point?

A reference that supports point A is attached to unrelated point B.

Caught by the Independent Auditor

Does AI produce a long reference list that's actually weak?

A bibliography looks thorough but few of its entries actually support the work.

Caught by the Independent Auditor

One model can’t reliably catch its own mistakes. A council of independent minds can.

Run your work through the council

All 250 failure modes · See also: the Trust Stack