GEO Audit Checklist: Get Cited by ChatGPT and Perplexity
Generative engine optimization, or GEO, is the practice of making your content easier for AI answer engines to access, understand, quote, and attribute. It does not replace SEO. It adds answer readiness: clear claims, machine-readable structure, verifiable sources, and accessible pages.
This 12-point audit is practical. Run it on your five most important pages first. If a page fails any critical item, fix that before producing more content.
Crawler and Index Access
| Check | How to Run It | Pass Criteria |
|---|---|---|
| robots.txt access | Review domain.com/robots.txt | Do not block crawlers you want citing your content |
| Perplexity bot | Check PerplexityBot rules | Allow if you want visibility in Perplexity search |
| Claude bots | Review ClaudeBot, Claude-User, and Claude-SearchBot | Decide separately for training, user fetch, and search |
| Google indexing | Google Search Console coverage and enhancements | Important pages indexed, no manual action |
| Bing indexing | Bing Webmaster Tools URL inspection and sitemap | Pages discoverable in Bing |
Perplexity's crawler documentation says PerplexityBot surfaces and links websites in search results and recommends allowing it in robots.txt. Anthropic documents separate bots for training, user-initiated requests, and search. Google's crawler documentation identifies Googlebot as the common crawler for Google products. Do not confuse search access with model-training permission; they are separate decisions.
Content Answer Readiness
| Check | What to Look For | Fix |
|---|---|---|
| First 100 words | Does the page state who, what, and for whom clearly? | Move the conclusion above the fold |
| Answer capsule | Can one paragraph stand alone as an answer? | Lead with definition, number, or recommendation |
| Specific claims | Are numbers tied to a source or clearly labeled as estimates? | Add source or label |
| Comparisons | Are options organized by use case? | Add a table with criteria |
| Freshness | Is the page still accurate? | Add reviewed or updated date after real changes |
| Entity clarity | Is your brand and author identity consistent? | Add about, author, and organization details |
AI systems often need a quotable passage. Under each major heading, write one 40-60 word answer-first paragraph. It should state the conclusion, include a concrete detail, and avoid marketing filler.
Weak opening: "Many brands are thinking more strategically about visibility across emerging channels."
Better opening: "GEO makes content easier for AI answer engines to access, understand, and cite. The core work is technical access, answer-first writing, structured data, and measurable brand mentions."
The test is extraction, not cleverness. If an assistant can copy one paragraph and answer the user without missing context, the page is answer-ready. If it needs to infer the audience, product category, price range, or method, the page is still incomplete.
Structured Data and Sources
Schema.org defines FAQPage as a web page presenting one or more frequently asked questions. FAQ or HowTo structured data can help machines identify question-answer relationships, but it must match visible content. Do not inject hidden answers or fake credentials.
| Schema Type | Good Use | Quality Rule |
|---|---|---|
| FAQPage | Genuine common questions | Visible question and matching visible answer |
| Article | News, guides, research posts | Accurate headline, dates, author, publisher |
| Organization | Company identity | Consistent name, logo, URL, and profile links |
| Product | Product pages | Current availability and offer data only |
| HowTo | Step-by-step tasks | Match visible steps exactly |
Add original evidence where possible: test screenshots, methodology, pricing tables, benchmark data, or cited public reports. Cite the original source, not a blog that paraphrased it. When you derive your own estimate, say so.
Measurement Setup
| Metric | How to Track | What It Tells You |
|---|---|---|
| Brand mention | Ask the same fixed prompts monthly | Whether your brand appears |
| Citation position | Note where the brand appears in the answer | Relative visibility |
| Link appearance | Record cited URLs | Which page earned the citation |
| Referral traffic | GA4 AI Assistant sessions | Visits generated by answers |
| Conversion | Landing page events or signups | Business value of citation |
| Coverage | Search Console and Bing indexing | Whether technical access supports visibility |
Use five fixed questions. Do not change the prompt every day or you will mistake model variability for progress. Example set:
- Best [product category] for [use case]?
- How much does [service category] cost in 2026?
- What are alternatives to [tool]?
- What should someone check before buying [product]?
- Who explains [method] clearly?
Pre-Publish Answer Readiness Checklist
Before publishing a page you expect AI engines to cite, run these checks. They turn abstract "answer readiness" into a repeatable quality gate.
| Check | What to Verify | Fix if It Fails |
|---|---|---|
| Intent match | The page covers awareness, comparison, and decision questions for one specific use case | Add long-tail questions, comparison language, and pain-point phrasing |
| Logical chain | The reasoning can be extracted without reading the whole article | Use conclusion-first structure and connect each section to the main claim |
| Quantified support | Claims contain numbers, dates, prices, or named examples | Replace adjectives with verifiable details or label estimates |
| Heading hierarchy | The page has one clear title and meaningful section headings | Remove decorative headings and use descriptive H2/H3 structure |
| Modular layout | Paragraphs are short enough to extract | Split dense paragraphs; use lists and tables for comparisons |
| Structured data | FAQ, HowTo, Article, or Organization schema matches visible content | Add valid JSON-LD without inventing hidden answers |
| Compliance | The page avoids exaggerated or misleading claims, especially for money and health topics | Add limitations, risk language, and accurate disclosures |
| Source traceability | Every key statistic has a primary source or is labeled as an estimate | Link to the original source and remove unverifiable claims |
| Freshness context | The page states its time frame and market scope | Add review dates and specify country, market, or platform |
| Standalone answer | The first two sentences answer the title question | Add a concise summary block that works without surrounding text |
This checklist does not require you to write for robots. It requires you to write a clearer page for people and then make the structure easy for a model to parse.
12-Point Audit Summary
| Priority | Audit Item | Evidence Needed |
|---|---|---|
| Critical | Important pages return 200 and load correctly | Crawl report |
| Critical | robots.txt does not block desired AI search crawlers | robots.txt review |
| Critical | Page has one clear primary question | Heading and first paragraph |
| Critical | First 100 words answer the question | Above-the-fold copy |
| High | Claims are sourced or labeled as estimates | Source list |
| High | Structured data validates and matches visible content | Rich result test |
| High | Google and Bing have current sitemap access | Search Console and Bing |
| High | Brand and author identity are consistent | About and profile pages |
| Medium | Comparison tables are present for multi-option queries | Page content |
| Medium | Internal links connect related answer pages | Site structure |
| Medium | Referral traffic from AI platforms is measured | GA4 |
| Medium | Fixed prompt set is reviewed monthly | Tracking sheet |
Common Mistakes
Promising guaranteed AI citations. No ethical consultant can guarantee placement. You can improve access, clarity, and citability.
Blocking every AI crawler and then expecting visibility. Decide which crawlers you allow for search, user fetch, and training. Those are separate policies.
Writing only for extraction. A page made of bullet fragments can be hard to trust. Combine answer-first paragraphs with evidence and context.
Using fake FAQ schema. Structured data must match visible content. Hidden or misleading markup is spam.
Ignoring Bing. Many AI search systems rely on web indexes beyond Google. Submitting a sitemap to Bing is a basic visibility step.
GEO is not a trick. It is technical access plus answer-ready content plus measurement. Fix the 12 items on your strongest pages, then expand the process site-wide.