GEO Content Checklist

Generative Engine Optimization (GEO) is the practice of engineering pages so that ChatGPT, Perplexity, Gemini, Google AI Overviews, and Microsoft Copilot can extract and cite them. This 22-point checklist is the audit Xpand Media runs before publishing any service or pillar page on xpandmedia.io. Run it top to bottom. anything you cannot tick off is a citation gap.

Section 1: Entity clarity (5 checks)

• ✓
  Brand or product entity is named in the first 150 words

  Use the literal entity name (Xpand Media, the product, the service). never just 'we' or 'our team'.

• ✓
  Page lists at least 3 disambiguating facts

  Headquarters city, founding year, services count, geographies served, named platforms used.

• ✓
  Organization JSON-LD includes sameAs links

  LinkedIn, Wikidata, Crunchbase, X, Facebook, Instagram. minimum 4 sameAs entries.

• ✓
  Founder or team is named in About schema (if applicable)

  Use Person schema with worksFor pointing back to the Organization @id.

• ✓
  Entity name appears unchanged across header, footer, schema, and llms.txt

  AI systems penalize inconsistent naming (e.g. 'Xpand Media' vs 'XPAND' vs 'Xpand Inc.').

Section 2: Answer capsule and atomic facts (5 checks)

• ✓
  First 70 words directly answer what the title promises

  No setup, no 'in this guide,' no marketing hook. Definition first.

• ✓
  Each H2 is phrased as a search-style question

  'What does GEO measure?' beats 'Understanding GEO measurement.'

• ✓
  Each H2 section opens with the answer in its first sentence

  Google's passage indexing ranks sections independently. the lead must be the answer, not setup.

• ✓
  At least one self-contained statistical claim per major section

  Atomic facts must read correctly when lifted out of context.

• ✓
  No pronouns referencing earlier sections

  Use the entity name or the named concept. every section must read in isolation.

Section 3: Schema and structured data (5 checks)

• ✓
  FAQPage schema present at the page level

  4-6 questions, each answer 2-4 sentences, self-contained.

• ✓
  BreadcrumbList schema reflects the actual URL path
• ✓
  Article / Service / CollectionPage schema selected for the page type
• ✓
  All schemas link via stable @id back to Organization

  Use isPartOf or publisher fields with the Organization @id, not duplicated objects.

• ✓
  Schema validates in Google Rich Results Test and Schema.org validator

Section 4: Crawler and llms.txt access (4 checks)

• ✓
  robots.txt allows GPTBot, ClaudeBot, PerplexityBot, OAI-SearchBot, Google-Extended
• ✓
  llms.txt at site root references this page under the right cluster
• ✓
  Page is server-rendered or pre-rendered (not client-only React)

  AI crawlers do not consistently execute JavaScript. SSR / SSG only.

• ✓
  Sitemap.xml includes this URL with lastmod under 90 days

  Freshness is a citation factor in Perplexity and Google AI Overviews.

Section 5: Citation bait and authority (3 checks)

• ✓
  Page contains at least one named threshold, original data table, or process timeline

  Reference-worthy specifics get cited in AI answers far more often than generic prose.

• ✓
  Every external statistic has a named source and a hyperlink

  Unattributed numbers are filtered out by Perplexity's citation pipeline.

• ✓
  At least 3 internal links to other Xpand pages on related entities or services

How to test the result

1. 1
   Submit the URL via Bing Webmaster Tools. ChatGPT and Copilot run on the Bing index
2. 2
   Ask ChatGPT, Perplexity, and Gemini a question your page should answer

   Vary phrasing across 5 prompts. Note whether you appear in citations.

3. 3
   Run the URL through schema.org validator and Google Rich Results Test
4. 4
   Wait 7-14 days, then re-test the prompts

   Indexing into AI retrieval pools takes 1-2 weeks after publish.

5. 5
   Compare citation count against your baseline page

   Track week over week to confirm GEO improvements stuck.

Section 1. Entity clarity
[✓] Brand named in first 150 words
[✓] Disambiguating facts: HQ city, founding year, services count
[✓] Organization JSON-LD with sameAs to LinkedIn, Crunchbase, Wikidata
[✗] Founder named in About schema. FIX: add Person schema
[✓] Naming consistency across header/footer/schema/llms.txt

Section 2. Answer capsule + atomic facts
[✗] First 70 words don't answer the title query. FIX: rewrite
[✓] H2s phrased as search-style questions
[✗] Each H2 section opens with answer in first sentence. FIX: 4 of 7 sections

Result: 18 of 22 passing. 4 critical fixes shipped over 7 days.
Perplexity citation count: 0 → 14 inside 14 days.