Playbook · Free
Win answer engines, not only blue links.
GEO (generative engine optimization) playbook: make product pages citable by AI overviews and assistants—with weekly cadence for product teams.
What GEO is
GEO is the practice of making your product entity clear to answer engines: definitions, FAQs, structured data, and quotable facts that models can cite without inventing features. It complements classic SEO; it does not replace crawlable architecture.
When GEO is the primary channel
Strong when buyers ask assistants “what is X”, “X vs Y”, or category definitions before they click a blue link. Weak as a substitute for product-market fit or for markets with no answer-engine surface yet.
Core assets
- One canonical definition block on the homepage and product page
- FAQ with schema markup and human-readable answers
- llms.txt with product facts, pricing bounds, and honest scope
- Comparison pages with fair, factual claims
- Consistent naming: product, category, and plan names never drift
Weekly cadence
Ship or refresh one entity page, one FAQ answer, and one proof point. Measure branded search, definition-page conversion, and whether assistants describe pricing or category correctly in spot checks.
Agent-ready steps
Inputs: product facts, pricing, audience, forbidden claims. Steps: draft definition → FAQ → schema → llms.txt → comparison notes. Output: publish-ready HTML and a claims checklist. Review gate: human checks accuracy before publish—never auto-publish product truth.
Honest boundary
Growthloud provides method, templates, and workflows for citability. It is not a crawl-data SEO suite and does not guarantee placement inside any specific AI overview.