Research Note

AI Citation Claim Audit Framework

A citation is an inspection path. Confidence belongs to the claim only after the cited artifact and surrounding evidence have been checked.

Aug 4, 20262 min readBy Dalton Anderson
In this article

AI Citation Claim Audit Framework

Verification principle

A citation is an inspection path. Confidence belongs to the claim only after the cited artifact and surrounding evidence have been checked.

Claim audit

CheckQuestion
IdentityIs this the intended artifact, author, edition, and version?
PassageDoes the cited text exist and match the representation?
SupportDoes the passage entail the claim or merely share its topic?
ContextDo surrounding conditions, exceptions, definitions, or uncertainty change the meaning?
InferenceWhich part of the answer comes from the source and which part is synthesis?
CoverageAre relevant contrary, limiting, or necessary sources missing?
CurrencyWas the source effective for the decision date?
AuthorityCan this source answer this kind of question?

Method

Break a response into independently checkable claims.

Open each citation and record the exact source identity and passage. Read enough surrounding material to capture definitions, scope, and exceptions.

Classify the claim as directly supported, supported with qualification, inferred, contradicted, unsupported, or unverifiable from the pack.

Search the source set for material that could change the conclusion. Do not let one convenient citation hide an incomplete evidence set.

Rewrite the answer so its confidence, conditions, date, and source role are visible. Remove unsupported claims.

Escalation

Do not use the checklist to certify high-impact advice. Escalate medical, legal, financial, employment, education, security, safety, and other consequential decisions to the relevant authoritative process and qualified person.

Sources

Follow the evidence.

  1. blog.google: notebooklm new features december 2024blog.google
  2. blog.google: notebooklm audio overviewsblog.google
  3. daltonanderson.ghost.io: googles ai tutor the future of personalized learningdaltonanderson.ghost.io
  4. edu.google.com: ai notebooklmedu.google.com
  5. journals.sagepub.com: fulljournals.sagepub.com
  6. NIST Generative AI Profilenvlpubs.nist.gov
  7. open.spotify.com: 1YXy6yyC4u2mnqeARVB5qvopen.spotify.com
  8. studentprivacy.ed.gov: privacy and education technologystudentprivacy.ed.gov
  9. support.google.com: notebooklmsupport.google.com
  10. support.google.com: 16164461support.google.com
  11. support.google.com: 16213268support.google.com
  12. support.google.com: 16212820support.google.com
  13. support.google.com: 16179559support.google.com
  14. support.google.com: 16215270support.google.com
  15. support.google.com: 16322204support.google.com
  16. support.google.com: 17003757support.google.com
  17. support.google.com: 17004255support.google.com
  18. daltonanderson.net: googles ai tutor the future of personalized learningdaltonanderson.net
  19. NIST AI Risk Management Frameworknist.gov
  20. www2.ed.gov: ai reportwww2.ed.gov
  21. youtu.be: 6BwWKkZ7aeAyoutu.be

From this episode

Two useful next steps.

Evergreen · 1 min

What NotebookLM Does With Your Sources

Understand how NotebookLM imports sources, retrieves passages, generates answers and artifacts, shows citations, and changes data boundaries across accounts and sharing.

Guide · 1 min

How to Verify AI Answers and Citations

Audit an AI answer claim by claim by checking source identity, passage accuracy, support, context, inference, missing evidence, currency, authority, and final wording.

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