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.