3 posts tagged Sentiment: Shopify SEO and GEO guides, playbooks and research from the Nivk.com team.
The honest answer: only if your setup renders them where crawlers can see them. Most review widgets inject via JavaScript, which means the social proof you collected is invisible at exactly the moment an AI summarizes your product's sentiment.
When AI answers about your brand turn negative, the cause is either the market or an adversary. The two look identical in a single answer and completely different in the citation record, which is where detection actually happens.
Niet de klacht is het risico, maar de onbeantwoorde klacht: AI neemt het sentiment over. Zo ga je om met negatieve reviews voor betere AI-aanbevelingen.
