Reviews for AI & search discovery
Authentic reviews structured for search engines and AI assistants — Schema.org, themes, and feeds. No fake “guaranteed ChatGPT ranking” claims.
Why this matters
AI Overviews, ChatGPT, and shopping assistants prefer detailed, authentic shopper voices with clear structure. Ranqa publishes crawlable company and product pages, Schema.org ratings, review themes, and a Google Product Reviews feed so models and Merchant Center can use the same source of truth.
What Ranqa ships today
- Schema.org AggregateRating + Review objects on company and product pages
- Review theme summaries exposed to humans and machines (JSON-LD + public JSON)
- Per-review deep links agents can cite
- Google Product Reviews XML feed (schema 2.4) with GTIN/SKU matching
- llms.txt / agents.md and AI crawlers allowed in robots.txt
- Smart collection prompts on company & product pages — optional topics so reviews cover more specific facets
Artifacts you can point engines at
- Company/PDP JSON-LD AggregateRating + Review (when reviews exist)
- Review themes in FAQ/about JSON-LD and public JSON
- Per-review URLs with #review-{uuid}
- Google Product Reviews feed URL from the dashboard
- Public GET /api/public/{slug}/reviews plus llms.txt / agents.md
What we do not claim
We do not guarantee placement in ChatGPT, Gemini, or Google AI Overviews. We do not claim to be an approved Google Seller Ratings partner. We give you the artifacts engines need — rankings remain theirs.
Get ready
- Verify your page and keep collecting authentic reviews (including critical ones).
- Add product GTINs and create your product-reviews feed URL in the dashboard.
- Link to your Ranqa page from your site; use the AI/SEO pack on the dashboard.
FAQ
- Does Ranqa guarantee ChatGPT or AI Overview placement?
- No. We publish crawlable pages, Schema, themes, feeds, and public JSON. Rankings remain with each engine.
- Where do agents find reviews?
- Prefer company/PDP pages and GET /api/public/{slug}/reviews (optional ?product=). Discovery notes: https://ranqa.me/llms.txt and https://ranqa.me/agents.md
- What should merchants prepare first?
- Verify the page, keep collecting authentic reviews, add product identifiers for feeds, and link to your Ranqa profile from the storefront.