Generative Engine Optimization (GEO) Playbook
GEO (Generative Engine Optimization) is the practice of engineering your brand's digital footprint so that large language models consistently cite you when answering questions in your product or service category. This playbook gives you the complete system we use for clients.
Phase 1: Entity Definition and Schema Foundation
Before any content work, your brand entity must be cleanly defined in structured data. LLMs extract brand identity from schema markup, Wikidata nodes, and consistency across citations. Incomplete or inconsistent entity data is the number one reason brands fail to appear in AI citations.
- Organization Schema: Deploy complete schema markup (logo, description, legal name, sameAs social links) on every page.
- Person Schema: Add founder and executive person schema with links to active profiles.
- Wikidata Node: Create or claim your brand's Wikidata record to anchor entity validation.
- NAP Consistency: Maintain identical Name, Address, and Phone details across directories and map listings.
- Breadcrumbs: Add clean BreadcrumbList markup to all category paths.
Phase 2: Topical Authority Content Architecture
LLMs weight sources by topical breadth and depth. A single article won't generate citations. You need a cluster: a pillar page defining the topic, supporting articles covering subtopics, and internal links between them.
For each product category you want to own: build one comprehensive 3,000+ word pillar, 5 to 8 supporting guides at 1,000 to 1,500 words each, and a FAQ page with at minimum 10 questions and answers in Question/Answer schema.
Phase 3: Third-Party Citation Building
AI models heavily weight sources they've seen cited by other authoritative sources. Your own site is only part of the equation. You need external citations from publications that are themselves included in LLM training datasets.
- Substack Placements: Guest articles on popular category newsletters.
- PR Distribution: Distribute statistics-heavy announcements via primary wire services.
- Review Portals: Maintain optimized profiles on G2, Capterra, and industry review sites.
- Audio Citations: Secure guest appearances on top-tier vertical podcasts.
- Analyst Coverage: Submit details to analysts for inclusion in market indexes.
Phase 4: LLM Query Penetration Testing
Monthly, run 20 to 30 category queries across ChatGPT, Gemini, Claude, and Perplexity. Log: whether your brand appeared, the exact context it appeared in, which competitors were mentioned, and what questions returned zero brand citations.
The gaps in this audit become your content roadmap for the next quarter. Queries where no brand is mentioned are the highest-opportunity targets, allowing you to win the first-mover citation advantage.
We run this system for B2B SaaS and services clients. Book a call to see the GEO roadmap for your category.