VectorCiteVectorCite
AEO audit · for e-commerce stores

Win the AI citationfor e-commerce stores.

AI shopping experiences (Google AI Overviews shopping, ChatGPT product mode) increasingly answer 'best X' queries by citing product pages directly. Product schema is mandatory; Review schema and AggregateRating signals are differentiators.

Buyer queries we'll test for you

  • best [product] for [use case]
  • [product] reviews
  • [product] vs [competitor]
  • [product] under $[price]

Our query expander auto-decomposes your seed query into 4 intent variants (informational / transactional / comparative) — covering buyer mental modes without you needing to brainstorm.

Pain points sites like yours hit

Product pages are templated — every SKU looks the same to retrieval

Reviews are siloed in third-party platforms (G2, Trustpilot)

AI engines preferentially cite editorial reviews over product pages themselves

Schema gets stale as inventory changes

Winning tactics specifically for e-commerce stores

Add Product + Offer + AggregateRating schema to every SKU page

Embed customer reviews directly on-page (not just as Trustpilot widget) so engines parse them

Cover what/who/how/pricing for each product category in a mega-page

Cite media reviews ('featured in Wired, The Verge') with outbound links

Maintain freshness: bump article:modified_time when inventory or pricing changes

Top 5 signals to focus on

VectorCite scores 47 signals across 5 categories. For sites for e-commerce stores, these are the highest-leverage to ship first:

Ready? Run your audit.

Free, 30 seconds, no signup. See exactly where your site stands across all 47 signals.

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