Citation Integrity™ 101 · Module 1 of 9

Before an AI system cites you, it has to decide you’re dependable.

Every time an AI system answers a question, it’s quietly making a judgment call about every piece of information it might rely on: is this dependable enough to use? Citation Integrity™ is the framework CiteAbility™ built to make that judgment explicit — and this course walks through it, module by module.

Module 1

The question behind every AI answer

When an AI system generates an answer, it isn’t just retrieving text — it’s deciding, claim by claim, whether a piece of information is solid enough to rely on. That decision happens whether or not anyone designed for it. Citation Integrity™ gives that decision a name, a structure, and four possible outcomes:

CITE

Evidence and source integrity are sufficient.

CITE WITH QUALIFICATION

Useful evidence exists, but material caveats remain.

VERIFY

Integrity is insufficient for confident use without more evidence.

DO NOT CITE

A material integrity failure is present.

Everything in this course builds toward understanding how content ends up in one of those four places — and what, concretely, moves it from one to another.

Definition

What Citation Integrity™ actually measures

Citation Integrity™ assesses whether information is dependable, evidenced and attributable enough to be relied upon and cited. Not how well it’s written. Not how it ranks in search. Not how recently it was published, on its own. Three things, together:

Dependable
would a careful reader, checking the claim against its sources, come away confident it holds up?
Evidenced
is there real evidence behind the claim, not just an assertion?
Attributable
can the claim be traced back to a specific, identifiable source and — where relevant — a specific, identifiable entity standing behind it?

A page can be well-written and still fail all three. A page can be plain and technical and pass all three. Citation Integrity™ is judging the underlying information, not the prose.

Structure

Eight Dimensions, one decision

Citation Integrity™ doesn’t collapse everything into a single unexplained number. It evaluates eight distinct Dimensions, then synthesizes them into one of the four decisions above:

  1. Source AuthorityIs the source itself credible and appropriate for the subject?
  2. Entity AuthorityIs the person or organisation behind the information qualified and dependable for this claim?
  3. Organizational ProbityIs there material verified information about the organisation’s conduct, transparency or standing that should affect reliance on its information?
  4. Evidence & CitationsCan the claims be substantiated, and do cited sources actually support them?
  5. First-Hand ExperienceDoes the source demonstrate genuine direct knowledge, testing or original evidence?
  6. Content QualityIs the information accuracy-oriented, complete, specific, current, consistent and appropriately qualified?
  7. Technical AccessibilityCan AI systems reliably discover, parse and attribute the information?
  8. Integrity AnalysisConsidering all dimensions together, should the information be relied upon and cited?

Modules 2 through 9 each take one Dimension and go deep — real examples of content that passes and fails, and why.

Boundaries

What this course won’t show you

CiteAbility™ publishes the eight Dimensions and the four decisions because understanding them is how you improve. What stays undisclosed is the underlying signals, weights, thresholds and calculations that turn a Dimension into a decision — the same boundary that applies everywhere else on this site. This course will make you fluent in how Citation Integrity™ thinks. It won’t hand you a formula to game it, because there isn’t one CiteAbility™ will show you — and honestly, one you could game wouldn’t be worth much either.

Quick check

Two questions before you move on.

Ungraded and untracked — just a comprehension nudge.

1Which of the four decisions means "useful evidence exists, but material caveats remain"?

2True or false: Citation Integrity™ scores how well content is written.

Finish this module

Mark it complete and keep going.

Back to the course

Your progress

Citation Integrity™ 101

  1. What Citation Integrity™ Means (and Why It Matters)You are hereThe framework, the four decisions, and the judgment AI systems already make.
  2. Source AuthorityIs the source itself credible and appropriate for the subject?
  3. Entity AuthorityIs the person or organization behind the claim qualified and dependable?
  4. Organizational ProbityVerified information about conduct and standing that affects reliance.
  5. Evidence & CitationsCan claims be substantiated, and do cited sources actually support them?
  6. First-Hand ExperienceDirect knowledge, testing and original evidence.
  7. Content QualityAccurate, complete, specific, current, consistent and appropriately qualified.
  8. Technical AccessibilityCan AI systems reliably discover, parse and attribute the information?
  9. Integrity AnalysisEverything together: should the information be relied upon and cited?