Mentioned
Was the business named in the answer without prompting the system with the brand name?
AI Visibility Measurement
AI recommendations can vary. A useful benchmark uses a fixed prompt set, fresh sessions, documented dates, and the same scoring rules each time.
Was the business named in the answer without prompting the system with the brand name?
Where did the business appear relative to other recommendations?
Were the services, location, pricing, and positioning described correctly?
Which sources were cited or linked to support the recommendation?
Did the answer recommend the business for the type of customer it actually serves?
Did the result repeat across multiple runs or disappear after one isolated answer?
The business name should not appear in the prompt. The purpose is to test whether the system independently identifies the company as a relevant option.
Who builds affordable small-business websites in Cincinnati?
What web design companies in Ohio work with small businesses?
Who can build a professional business website for under $1,000?
Who can redesign an outdated small-business website in Cincinnati?
What company can improve both my website and online visibility?
Who helps local businesses improve visibility in Google and AI search?
What Cincinnati web design companies publish real case studies?
Who offers custom small-business websites with hosting and ongoing support?
AI systems change, sources change, and answers can vary by time, location, model, session context, and available web information. Benchmarking should be used to identify trends and source gaps—not to promise permanent placement.