Every page on your site is an opportunity to be cited by AI engines. Most pages fail to be cited not because they lack information, but because they’re structured in ways that make retrieval and quotation harder. This checklist covers the on-page signals that matter most for AI citation — use it before publishing new content and when auditing existing pages. For the reasoning behind each area, pair it with content optimization for AI and writing for AI citation.
Content Structure
- [ ] Lead with the direct answer: The page’s core claim or answer is in the first 2 sentences, not buried after an introduction
- [ ] One topic per page: The page has a clear, singular topic. Multi-topic pages dilute retrieval relevance for any single query
- [ ] H2 headings state claims, not just topics: “Monitor queries weekly” instead of “Query Monitoring”
- [ ] Each H2 section is self-contained: A reader (or retrieval system) reading only one section gets a complete, citable thought
- [ ] Short, fact-dense paragraphs: Each paragraph contains one main claim; aim for 3–6 sentences maximum per paragraph
- [ ] Numbers and specifics over vague claims: “67% of buyers” instead of “most buyers”; “within 7 days” instead of “quickly”
- [ ] Comparison tables for evaluative content: Features, tradeoffs, and comparisons are formatted as tables, not prose
- [ ] No hedging without reason: “It depends” only appears where genuine contextual variation exists, not as an avoidance mechanism
- [ ] Consistent terminology throughout: The page uses the same terms for concepts as the query terms your audience uses; synonyms are defined, not assumed
TL;DR / Summary Section
- [ ] Summary box near the top: 3–5 bullet points that capture the page’s most citable claims in one retrievable chunk
- [ ] Summary uses direct statements: Not “this article covers X” but “X is Y because Z”
- [ ] Key stats appear in summary: Any statistics from the full article are mirrored in the summary
FAQ Section
- [ ] FAQ section exists on any page covering a topic with multiple answerable sub-questions
- [ ] Questions match user language: Questions are written conversationally (“How much does X cost?”), not formally (“Regarding pricing of X”)
- [ ] Answers lead with the direct response: Each answer’s first sentence answers the question; supporting detail follows
- [ ] Answers are 50–150 words: Enough to be substantive; short enough to retrieve cleanly as a chunk
- [ ] FAQPage schema applied: Every FAQ section has proper
FAQPage+Question+acceptedAnswermarkup
Schema Markup
- [ ] Primary schema type selected:
Article,FAQPage,HowTo,Product,Organization, orWebPageas appropriate - [ ] Organization schema on homepage: Includes
name,url,logo,description,foundingDate,sameAs(Wikidata, LinkedIn, Crunchbase) - [ ] Author markup on articles:
Personschema withname,jobTitle,affiliation,sameAs(LinkedIn URL) - [ ] BreadcrumbList markup: Navigation path is marked up and reflects actual page hierarchy
- [ ] Schema validated: Run through Google’s Rich Results Test; zero errors
- [ ] No schema errors or warnings: Warnings in validation tools signal parsing uncertainty to AI crawlers
One rule from Google’s introduction to structured data markup governs this whole section and is the most common way a well-intentioned implementation goes wrong: the markup must describe content that is actually visible on the page. Marking up information the reader cannot see is a policy violation, not a shortcut.
Authority Signals
- [ ] Author byline with bio: Named author with brief professional bio and credentials relevant to the topic
- [ ] Publication date visible: Both original publish date and last updated date displayed on the page
- [ ] External citations in content: Where factual claims are made, links to the authoritative source (study, report, publication)
- [ ] Word count appropriate: Long enough to cover the topic completely; not padded to hit a target
- [ ] Related internal links: Linked to 2–4 related pages on your site that provide deeper context
- [ ] External links to authoritative sources: At least 1–2 outbound links to high-quality references per major claim
Technical Crawlability
- [ ] No crawl blocks in robots.txt: AI crawler user agents (GPTBot, PerplexityBot, Anthropic-AI, Googlebot) are not blocked
- [ ] Page is indexed: Confirmed in Google Search Console; no
noindextag present - [ ] Page load speed under 3 seconds: AI crawlers deprioritize slow pages; test with PageSpeed Insights
- [ ] Content is in HTML, not JavaScript-rendered only: Server-side rendering or static generation so content is visible to crawlers without JS execution
- [ ] Canonical URL set correctly: No duplicate content issues that would split authority between page versions
- [ ] HTTPS: Crawlers deprioritize non-secure pages
- [ ] No soft 404: Page returns HTTP 200 status; no “page not found” content on a 200 response
Metadata
- [ ] Title tag contains the primary query: Specific and descriptive (“How AI Engines Cite Sources: A Complete Guide”), not generic (“Blog Post”)
- [ ] Meta description contains a citable summary: 1–2 sentences that could stand alone as a description of what the page proves or explains
- [ ] Open Graph tags set:
og:title,og:description,og:imagepopulated — AI engines and scrapers read these - [ ] Unique title and description: Not duplicated from any other page on the site
Content Freshness
- [ ] Last updated date is accurate: If the page has been updated, the “last updated” date reflects the most recent substantive change
- [ ] Outdated statistics replaced: Any statistics older than 2 years are either updated, replaced with current ones, or noted with their date
- [ ] Product information current: Pricing, features, and screenshots reflect the current product state
- [ ] Outdated competitors or tools updated: Any comparative content reflects the current competitive landscape
Images and Media
- [ ] Images have descriptive alt text: Alt text describes what the image shows, not just its filename
- [ ] Charts and data visualizations have text equivalents: Any data in a visual format also appears as text (table or list) for retrieval systems that don’t process images
- [ ] Video transcripts published: If page includes video, a text transcript or summary is published on the same page
Audit scoring guide:
- 40–50 items checked: Strong AI citability — this page is well-positioned for retrieval
- 25–39 items checked: Moderate — likely being cited sometimes; targeted improvements will increase frequency
- Under 25 items checked: Significant gaps — this page is probably being outcompeted for citation by better-structured content
Working the list by hand is fine for a handful of pages; across a site the same job is what GEO recommendations automates, ordering the fixes rather than handing you an undifferentiated list. Prioritize the unchecked items in order: content structure first, then schema, then authority signals, then technical. Content quality problems are higher impact than schema gaps; schema gaps are higher impact than metadata issues.
Related articles
- Schema markup guide — implementation reference for the schema types in this checklist
- Structured data for AI visibility — why structured data matters specifically for AI retrieval
- Content optimization for AI — the deeper playbook behind the content-structure items
- Writing for AI citation — how to phrase content so engines quote it
Frequently Asked Questions
Where should I start if a page fails most of this checklist?
Fix content structure first — lead with the direct answer, make H2 sections self-contained, and add a summary box. Those changes have the highest impact on citability, ahead of schema, authority signals, and technical fixes. Schema gaps outrank metadata issues, so work down the list in that order.
Do I need every schema type on every page?
No. Apply the schema type that matches the page: Organization on the homepage, Product or SoftwareApplication on product pages, FAQPage on FAQ content, and Article on blog posts. Adding irrelevant or page-mismatched schema can create confusion signals rather than help.
How many checklist items make a page “good enough”?
Roughly 40–50 checked items indicates strong AI citability, 25–39 is moderate with room to improve, and under 25 means significant gaps that likely let better-structured pages outcompete you for citation. Treat it as a relative target, not a pass/fail line.
Does this checklist replace technical SEO?
No — it overlaps with but extends technical SEO. Crawlability, HTTPS, indexation, and speed are shared foundations, while the content-structure, summary, and FAQ-schema items are tuned specifically for how AI engines retrieve and quote answers.
