What Are Citations?
Citations are the sources AI models rely on when generating a response to a prompt. When someone asks an AI assistant a question, the model draws on specific web pages, articles, forums, and other content to form its answer. Those sources are citations.
In Cognizo, citations are collected for each prompt you track. Every time our system runs a prompt against the AI providers you are monitoring, we record which URLs appeared as sources in the response. Over time, this builds a picture of what AI is reading to answer questions in your category.
How to Think About Citations
The most useful way to think about citations is as a window into what AI considers trustworthy and relevant for a given topic. A citation is not just a link. It represents AI's judgment that a particular piece of content is worth referencing when answering a specific question.
That judgment can vary a lot depending on the prompt. For some topics, AI relies heavily on community content from Reddit or YouTube. For others, it favors structured reference pages, comparison articles, or brand-owned documentation. The patterns are different for every category, and Cognizo helps you find them.
Citations are also a measure of your content's effectiveness in AI search. If your pages are being cited, it means AI has determined they are useful sources for the prompts you care about. If they are not, that tells you something about where gaps exist between what you have published and what AI expects to find.
How Citations Are Classified
Every citation in Cognizo is classified three ways: by its relationship to your brand, by the type of domain it came from, and by the type of page it is. Together these classifications help you move beyond raw citation counts and understand the nature of what AI is drawing from in your category.
Citation Types tell you whose content is being referenced and whether it is working for or against your visibility. Domain Types tell you what kind of site that content lives on. Page Types tell you what format the content itself takes.
Citation Types
Owned: A page from your own domain.
Earned: An external site that mentions your brand.
Competitor Owned: A page from a tracked competitor's domain.
Competitor Earned: An external site mentioning a competitor.
Domain Types
Editorial: News outlets, magazines, online publications, blogs, media
Review: Review platforms and consumer review publications
Social: Social media, forums, Q&A, developer communities, video platforms
Commerce: E-commerce marketplaces and online retail
Documentation: Technical docs, help centers, knowledge bases
Reference: Encyclopedias, dictionaries, wikis
Saas: Software-as-a-service company websites
Legal: Law firms, legal directories, legal resources
Health: Health, medical, wellness sites
Finance: Financial services, banking, investing
Research: Academic research, scientific journals
App Store: App marketplaces
Directory: Business directories, listing sites
Search Engine: Web search engines and their product surfaces
Corporate: General corporate, company, or brand websites that don't fit any of the above
Other: Domain is uncategorizable
Page Types
Homepage: Root/landing page of a site (e.g. https://example.com/)
Article: Blog posts, news articles, editorial content (/blog/, /articles/, /news/, /post/)
Discussion: Forum threads, Q&A, community posts (/forum/, /questions/, /r/)
Social: Social media posts and profiles
Product Page: Product detail pages (/products/, /shop/, /dp/)
Review: Product and/or service reviews (/reviews/, on review platform domains)
Comparison: Product comparisons (/vs/, /compare/, /versus/)
Alternative: Alternative-to pages (/alternatives/, /best-alternatives/)
Listicle: Top-N lists, best-of lists (/top-10/, /best-5/, /10-best/)
How to Guide: Tutorials, guides, how-to content (/how-to/, /tutorial/, /guide/)
Category Page: Category or collection listings (/category/, /collections/)
Documentation: Technical docs, API reference, help pages (/docs/, /api/, /help/)
Pricing: Pricing pages (/pricing/, /plans/)
About: About, team, company pages (/about/, /about-us/, /team/)
Case_study: Case studies, success stories (/case-study/, /customers/, /success-stories/)
Features: Feature pages (/features/)
Resource: Whitepapers, ebooks, resources (/resources/, /whitepaper/, /ebook/)
Contact: Contact pages (/contact/, /contact-us/)
Careers: Job/career pages (/careers/, /jobs/)
Other: Cannot determine from URL structure
What Citations Tell You
Taken together, your citation data answers a few important questions:
Which sources is AI treating as authoritative in my category?
What content formats and page types show up most often?
Where are competitors earning visibility that I am not?
Are the content investments I am making starting to gain citation share over time?
The goal of working with citations is not to reverse-engineer or copy what is already being cited. It is to understand what informational need a cited page is meeting, and then determine whether your own content meets that same need in a clear, complete way.
Where to Go Next
The Citations module in Cognizo is organized into several views, each designed to help you explore this data from a different angle. Use the Overview as your starting point, then move into Domains, Pages, YouTube, Reddit, or Deep Dive depending on what you want to investigate.
If you want to act on what you find, the Optimize module surfaces content recommendations based on citation gaps and patterns.