Applies to: All B2B Website Pages
Platforms: ChatGPT • Perplexity • Google AI Overviews • Gemini
Updated: 2026
AI search engines do not crawl and rank the way Google does. They pull from pages that are clearly written, structurally organized, and easy to quote directly in an answer. This audit identifies the 12 factors that determine whether your pages get cited or ignored. Work through each item and mark it as complete. A score of 9 or higher puts you in citation range.
Section 1 — Clarity and Structure (Factors 1–4)
1
Entity Clarity: Does the page tell AI who you are and what you do?
AI models build knowledge graphs. Your company name, location, industry, and primary service must appear together in the first 200 words. Ambiguity causes the model to skip your page for a cleaner source.
Fix: Add a one-sentence company descriptor in the opening paragraph. Example: "Rely on Content is a B2B marketing agency in Roswell, Georgia specializing in SEO and content strategy."
2
Quotable Statements: Does the page contain clear, citable claims?
AI models prefer pages with short, precise statements they can quote verbatim. Vague language like "we help businesses grow" is never cited. Specific claims like "our clients average a 34% increase in organic leads within 90 days" get cited.
Fix: Add at least three specific, factual claims per page. Use numbers, timeframes, and concrete outcomes.
3
Question-Answer Structure: Does the page answer explicit questions?
ChatGPT, Perplexity, and Gemini are answer engines. Pages written as answers to specific questions ("What is GEO?" "How does AI search work?") outperform pages written as promotional copy. FAQ sections dramatically increase citation probability.
Fix: Add an FAQ section using real questions your prospects ask. Write answers in 2-4 direct sentences each.
4
Header Hierarchy: Are H2 and H3 tags descriptive and keyword-rich?
AI models use heading structure to understand page sections. Generic headers like "Our Services" or "Learn More" are invisible to AI parsing. Descriptive headers like "How We Build GEO-Optimized Content Strategies" are parsed and cited.
Fix: Rewrite every H2 and H3 as a complete descriptive phrase that could function as a standalone answer headline.
Section 2 — Authority and Trust (Factors 5–8)
5
Expert Authorship (E-E-A-T): Is there a named author with credentials?
AI models weight pages with clear expert authorship over anonymous content. An author bio with relevant experience, a LinkedIn link, and a photo signals the content is credible enough to cite.
Fix: Add an author byline with a 2-3 sentence bio on every key page. Include years of experience, specific certifications, and a link to a professional profile.
6
Original Data: Does the page include proprietary research, data, or stats?
Pages with original data are cited at a significantly higher rate than pages that reference other people's data. A single proprietary stat ("In our 2025 client audit, 67% of B2B landing pages had no schema markup") is more valuable than ten third-party citations.
Fix: Identify one data point from your client work, case studies, or internal research. State it on the page as a named finding with methodology context.
7
Schema Markup: Does the page have structured data installed?
Schema.org JSON-LD markup (Organization, LocalBusiness, FAQPage, Article, Service) signals to AI crawlers what type of content the page contains. Pages without schema are parsed by inference. Pages with schema are parsed with precision.
Fix: Install at minimum Organization schema on the homepage and FAQPage schema on any page with a Q&A section. Use Google's Rich Results Test to verify.
8
External Mentions: Is your brand cited by other credible sources?
AI models use web-wide citation graphs. A brand cited on industry blogs, news outlets, directories, or partner sites has a higher prior probability of being included in AI-generated answers. Zero external mentions limits citation potential regardless of page quality.
Fix: Identify 5 industry publications or directories where you can earn a mention or listing. Guest posts, PR distribution, and trade association profiles all count.
Section 3 — Technical and UX Signals (Factors 9–12)
9
Topical Authority: Does the site cover the topic in depth, not just one page?
AI models assess authority at the domain level. A site with one SEO page and 40 unrelated pages is treated as a generalist. A site with interconnected content on a single topic cluster (SEO, GEO, AEO, schema, analytics) is treated as an authority and cited more frequently.
Fix: Map your topic cluster. Identify 5-10 supporting pages that link back to your primary service page. Create any missing cluster content before expecting citation volume.
10
Conversational Query Match: Does the content match how people ask AI questions?
Traditional SEO optimizes for keyword phrases. AI search optimizes for natural-language questions. "Best B2B SEO agency Atlanta" is a Google query. "What should I look for in a B2B SEO agency?" is an AI query. Pages written for the second format get more citations.
Fix: Use a tool like Perplexity or ChatGPT to ask 10 questions your ideal client would ask. Review how your pages answer each. Rewrite sections that do not answer clearly.
11
Internal Link Depth: Do related pages link to each other with descriptive anchor text?
AI crawlers follow link graphs. If your content pages are not interconnected with descriptive anchor text, the model cannot map your topical depth. Orphaned pages and generic "click here" links both limit AI discoverability.
Fix: Audit internal links on your top 5 pages. Every page should link to at least two related pages using anchor text that describes the destination content, not a generic CTA.
12
Content Freshness: Was the page updated in the past 12 months?
AI models deprioritize stale content when a fresher, equally credible source exists. A page last updated in 2022 competes at a disadvantage against an equivalent page updated in 2025. Visible dates matter. A published date with no updated date signals potential staleness.
Fix: Add or update a "Last reviewed: [Month Year]" timestamp on every key page. Review and refresh any page older than 12 months with at least one substantive update before adding the new date.
Total Factors
12
Items in this audit
Citation Ready
9+
Factors needed to compete in AI search
Priority Start
1, 2, 3
Highest-impact factors for immediate gains