What real audits found, with the names removed
Each page below walks through one real Vivander Visibility Audit: what we tested, what came back, why, and the steps that followed.
Names and places are left out. Every number is a count from the audit's saved answers.
Choose a sector to read its results
Every page follows the same order, from the questions to the first fixes.
What buyers asked, and on which AI tools.
Mentioned, cited and recommended, tool by tool.
Each wrong fact, traced to its source.
The fixes in order, with who controls each.
Asked for the quiet end of the beach, 6 of 6 AI tools recommended the resort. Asked to book a beachfront resort, 1 of 6 did.
A luxury beachfront resort under a major brand. 126 guest questions, six AI tools, three tries each.
Read the hotel resultsAI knew all nine venues by name. Unasked, it put them forward far less often.
Nine venues from one hospitality group. 827 guest questions, six AI tools, three tries each.
Read the restaurant resultsOne brand AI knew and seldom recommended. One supplier AI barely knew.
A premium consumer food brand and a B2B hotel amenity supplier. 166 buyer questions, six AI tools, three tries each.
Read the product business resultsFound for one specialty in one region. Almost nowhere else.
A mid-sized marketing agency. 68 buyer questions on four AI tools, in an earlier edition of the audit.
Read the professional services resultsKnown by name, missing when the name is left out
In three audits on the current method, AI knew the business by name nearly every time. Asked the way a new buyer asks, it mentioned each one far less often.
Three results for every question
Each answer is read for three results, counted separately. One answer can count for more than one.
Mentioned
The answer names you among the places or firms it lists. AI cannot suggest a business it never brings up.
Cited
The answer links your own website as a source. The tool read your site, so your pages shaped what it said.
Recommended
The answer puts you forward as a choice, with a reason. This is the result that sends a buyer to you.
A pair is one question on one AI tool, asked three times. It counts when the result appears in at least two of the three tries.
The professional services audit ran on an earlier edition: four tools, one try each, and no recommended score.
Figures on that page are single answers, and the page says so wherever a number appears.
See how your business shows up when buyers leave your name out.
An audit tests your buyers' questions on the AI tools they use and shows who gets suggested in your place.