Questions that reflect real buying decisions
We build a focused question panel around your services, market, customers, comparisons and decision moments.
- Buyer-question panel
- Priority markets and services
- Named competitor set
Know where you stand
A controlled view of how leading AI engines currently understand your business, where competitors appear, and which gaps deserve attention first.
Direct answer
It is a dated, evidence-backed assessment of whether AI engines mention your business, how accurately they describe it, which sources they cite, and which competitors they prefer for relevant buyer questions.
We build a focused question panel around your services, market, customers, comparisons and decision moments.
The same approved questions are tested across the AI experiences your customers are most likely to use.
We record mentions, descriptions, cited URLs, competitor appearances and website readiness so every recommendation has a visible reason.
Next step
Use the guided system to test your business across five AI engines, compare competitors and identify the first fixes yourself.
Get the system