Solutions · Ecommerce & retail

Be the product AI recommends when shoppers ask.

Track how shopping-style questions are answered, read what engines say about your products, and see which retailers and reviewers they cite.

The problem

Sound familiar?

01

Shoppers ask, then buy elsewhere

If the answer names three competitors, the sale is decided before a click.

02

Wrong facts spread

Out-of-date price, stock or specs can persist in answers long after you fix your site.

03

Marketplaces blur attribution

Retailer pages and review sites often get the citation, not you.

The workflow

How ecommerce & retail use Citeroot.

  1. Write shopping prompts

    Cover 'best for', comparison and constraint-based questions for your main categories.

  2. Read what's said

    Open the answers that name your products and note the claims that are wrong. Fact-checking against a product feed isn't built; a person reads them.

  3. Correct the record

    Fix your own pages first, then pursue the review and retail sources that carry you.

FAQ

Questions from ecommerce & retail

Does it connect to my store platform or product feed?

No. There are no store connectors or feed checks yet; a Shelf module is planned and has a waitlist.

Can it check marketplace listings?

It shows what answers say and which marketplace pages they cite. Changing listings remains in your hands.

See what AI says about you today.

Add your site and a few questions your buyers ask. Get your first baseline in an afternoon — 14-day free trial · no card.