Buyer fit
Does the product appear for a suitable use case and the buyer’s actual constraints?
Products · brands · buyer questions
Can AI understand and recommend the products you actually sell?
Citable tests whether AI systems identify the right product, model, seller, price and use case—then fixes the public product signals that are incomplete, unclear or contradictory.
No card. No ranking or recommendation guarantees.
What we test
Recommendation accuracy—not a brand-name mention.
Product accuracy
Are the model, specifications, price, availability, seller and limitations represented correctly?
Source quality
Which pages, feeds, images, videos, reviews and third-party sources support the answer?
What we improve
Product facts and media that machines can verify.
- Unique product definitions and buyer-fit statements
- Verified specifications, identifiers and compatibility
- Accurate price and availability
- Product and Offer schema
- Original images, captions and stable media URLs
- Short demonstrations with transcripts
- Product feeds, comparison pages and buyer guides
FAQ
AI product visibility, plainly.
What is AI product recommendation visibility?It measures whether search-enabled AI systems identify, compare and recommend a genuine product for relevant buyer questions, using accurate product and seller information.
What product signals does Citable improve?Citable can improve product definitions, verified specifications, suitable uses, limitations, images, videos, identifiers, Product and Offer schema, feeds, reviews and supporting buyer guides.
Can Citable guarantee product recommendations?No. Citable improves product clarity and source readiness, but recommendation and display decisions remain with each AI or search platform.