Does AI Put Your Brand on the Buyer's Shortlist?

A mention and a recommendation are counted separately. These examples show each brand's share of mentions and how often an answer recommends it when it appears.

Example report figures. Your assessment will use your brand's results.

The Presence Score combines mention frequency with prominence in the answer. It also includes how often the answer recommends the brand. We compare your score with three competitors you name, or identify them for your category.

Example scores out of 100. Your report uses your own results.

The report also includes Answer Share and Recommendation Rate. First-position rate shows how often your brand leads the answer.

An AI answer can cite retailer listings or editorial guides. Review sites and communities may also appear, alongside your own website.

The report lists the sources cited in the tested answers and compares your citations with those of competitors.

Each report recommends three actions in priority order. Each action names the question to address and the content to create. The examples below show the level of detail.

1. Address missing product facts in discovery and comparison answers.Create intensity or format guides for those questions. Include evidence for comparisons with the named competitors.
2. Extend a useful recommendation to other assistants.Create pairing and serving guides for the relevant occasion. Add a selector to help buyers find the product for that occasion.
3. Update the facts available to cited publishers and communities.Prepare structured product data and publisher-ready facts. Include the evidence needed to support product claims.

The optional walkthrough focuses on these recommended actions.