01
Generative engine optimization
GEOGenerative engine optimization is the practice of making information clear, trustworthy and accessible enough for generative search and answer systems to understand and use when responding to relevant questions.
Operational lensFor ecommerce teams, GEO begins with explicit product identity, verified attributes, useful buying context and consistent data—not a special AI tag or a promise of being cited.
02
AI search visibility
AI search visibility describes whether a brand or product can be discovered, interpreted and potentially referenced in search experiences that generate summaries, comparisons or recommendations.
Operational lensMerchants can improve discoverability, interpretability and eligibility. The final selection of a source or product remains controlled by each search or answer system.
03
Product structured data
Product structured data is machine-readable markup that labels product identity and commercial facts such as price, availability, brand, ratings, shipping information and variants.
Operational lensMarkup should reflect the visible product page. It can improve machine understanding and eligibility for richer search experiences, but it cannot repair missing or contradictory source facts.
05
Product attributes
Product attributes are factual characteristics used to identify, describe, compare, filter or operate a product, including material, size, capacity, compatibility and weight.
Operational lensThe minimum useful attribute set should be defined by product category and real buyer decisions. A universal checklist will be incomplete for some products and excessive for others.
06
Product data quality
Product data quality is the degree to which product information is accurate, complete, consistent, specific, current and usable across storefronts, feeds and internal workflows.
Operational lensResolve identity, safety, compatibility, price and availability conflicts before polishing copy. A filled field can still be wrong, vague or stale.
07
Product content freshness
Product content freshness measures whether a page still reflects the current product, offer, compatibility, variants, policies and customer questions.
Operational lensFreshness is about substantive accuracy, not changing a date. Review content when suppliers, products, policies, feeds or repeated customer questions change.