AI visibility for e-commerce brands

Shoppers ask assistants where to buy and which brands to trust. Being named in those answers drives consideration you can’t see in classic analytics.

Why it matters

• Product and brand recommendations increasingly happen inside AI answers.
• Competitor brands cited by assistants capture intent before the click.
• Tracking presence + share of voice shows where to focus content and PR.

The kind of questions we track

We ask assistants the neutral questions a buyer would ask — never your brand name — and see who gets named:

• “Where is the best place to buy [product] online?”
• “Best [category] brands to buy from?”

How CiteWatch helps

CiteWatch runs a fixed question set across the major AI assistants, several times each, detects whether you and your competitors are mentioned or cited, and delivers a white-label monthly report with the trend and a prioritized fix list. Start with a free check for one brand.