An instance in which an AI response explicitly suggests considering or choosing a business, product or service for a stated need.
A brand recommendation occurs when an AI response explicitly suggests considering or choosing a business, product or service for a stated need. The suggestion may be conditional or one of several options. It does not have to call the brand the top or best choice.
Read the full statement before classifying it. A list of providers may be descriptive, and a warning about a brand is not a recommendation. Conditions also matter: an option suggested for a limited budget may not be recommended for a different requirement.
An observed recommendation does not verify the underlying claims about availability, pricing or suitability. Nor does it establish that other users will see the same suggestion. Treat it as a documented response in a specific context, not a platform-wide endorsement or a guaranteed source of business.
Takeaway: Track explicit suggestions separately from simple mentions and check whether the stated reasons accurately describe your offer. Correct your own public information where it is unclear or outdated.
Example
An assistant says a particular scheduling tool may suit a small team that needs shared appointment slots. That is a conditional recommendation. Merely naming the same tool in a history of booking software would not establish that it was suggested for the user’s needs.
What to check
Keep the prompt, platform, date and exact recommendation text. Record conditions and any factual errors. Do not turn a sampled answer into a claim that the platform officially endorses your business.
For more detail, see AI features and your website.