What is Citability score?
How quotable and trustworthy a page is to an answer engine.
A citability score estimates how likely a page is to be quoted and cited, based on answerability (clear, liftable passages), structure (headings, schema), freshness and entity signals. It is a practical proxy for “would an engine pick this?”
CiteTrack scores each page and pairs it with the “indexed but not cited” report, so you can fix the pages that are crawled but ignored first, the fastest wins. See AEO/GEO optimization.
Why — and when — does it matter?
A citability score prioritizes page improvements; it is a diagnostic composite, not a probability or a substitute for observed citations.
How it works
Score answer clarity, structure, evidence, freshness and entity signals.
Publish factor weights and scale.
Flag specific failed checks.
Prioritize high-value crawled pages.
Validate improvements with actual prompt monitoring.
Worked example
Two pages score 62. One lacks a direct answer; the other lacks evidence. The same number requires different fixes, so the factor breakdown is more useful than the total.
How to track and report it
Reporting rule: State the engine, prompt set, market, time window and denominator. A number without scope cannot be reproduced or compared.
Practical playbook
- Score answer clarity, structure, evidence, freshness and entity signals.
- Publish factor weights and scale.
- Flag specific failed checks.
- Prioritize high-value crawled pages.
- Validate improvements with actual prompt monitoring.
Common mistakes
- Presenting the score as universal truth
- Hiding weights
- Optimizing the score instead of the reader
Questions people ask
What is Citability score?
How quotable and trustworthy a page is to an answer engine. A citability score prioritizes page improvements; it is a diagnostic composite, not a probability or a substitute for observed citations.
How does Citability score work?
Score answer clarity, structure, evidence, freshness and entity signals. Publish factor weights and scale. Flag specific failed checks. Prioritize high-value crawled pages. Validate improvements with actual prompt monitoring.
How do you measure Citability score?
Factor-level score and changes. Correlation with observed citation rate. Composite score = sum of normalized factor score × published factor weight
What is a common mistake with Citability score?
Presenting the score as universal truth. The scope and methodology should be stated before interpreting the result.
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