Concrete changes that improve AI visibility for an eCommerce website (and increase citations):
Add human-authored experience to PDPs: publish peer-to-peer advice, expert tips, trade-offs, “best for / not for”, and comparisons. AI systems prefer specific, experience-based answers over generic copy.
Turn live conversations into always-on PDP content: use GUURU Community Content to continuously extract and publish the strongest shopper questions and Guuru answers on the relevant product pages, so content stays fresh without manual updates.
Use an “answer-first” Q&A format: put short questions as headings and start each answer with a direct 1–2 sentence response. Keep key content visible in HTML (not image-only, not hidden behind scripts).
Implement structured data: add Product schema on PDPs (price, availability, etc.) and FAQPage schema for on-page FAQs (matching visible content), so machines understand and reuse your information more easily.
Ensure crawlability for AI: don’t block the crawlers that power AI discovery (Google for AI Overviews; plus ChatGPT/Perplexity crawlers if you want visibility there). Keep important PDP content indexable and accessible.
Make your product data clean and consistent: accurate titles, attributes, availability, and pricing (including your Merchant Center feed if applicable) improves matching and retrieval across AI-driven shopping surfaces.


