One product, two readersValue for people, evidence for agents

The shortlist can start before your website

When a buyer asks AI first, which questions does your product need to answer clearly?

Start with the buyer’s conditions

A buyer might ask whether a product supports private deployment or works with an existing system. These are practical questions about fit. Start with questions your sales and product teams actually receive.

Read beyond the mention

Being named is the beginning of an observation. Look at how the product is described, which alternatives appear and what limits the recommendation retains. A correct product name does not mean the important capabilities are clear.

Bring the finding back to public information

If a relevant condition is missing, check whether the website and product documentation state it clearly and consistently. Visible citations can be checked. They cannot establish a model’s internal reason for a recommendation.

About this draft

This draft reflects the scope of Yonaris diagnosis. It uses no customer data or unverified performance figures and still requires editorial review before publication.

See how diagnosis works
WHEN YOUR NEXT BUYER ASKS

Help your product be understood
in a changing market

Start with AI Visibility. See how your product is understood, and what deserves a clearer explanation.