VIVANDER AI DISCOVERY
Will buyers hear your name in an AI answer?
Vivander helps you examine how AI represents your business, trace the sources behind the answer and choose what to fix first.
What is AI discovery?
AI discovery is the way a buyer finds and evaluates businesses through an AI answer. A business can be mentioned, linked as a source, recommended as a choice, or absent.
Vivander examines those outcomes against the questions your buyers ask. The goal is a better diagnosis than a single screenshot or an unexplained score.
What should your visibility plan address?
Buyer questions
Use the situations, needs and language that lead to a purchase decision.
Facts and sources
Check your website and the external information behind the answer. Correct claims you can control.
Priorities and evidence
Assign fixes, record the work completed and retest the relevant questions.
Should we start with an audit or monitoring?
Choose an audit when you need to understand causes and priorities. Choose monitoring when you need recurring measurement of the same buyer questions. Vivander can help connect the two without treating a score as the strategy.
Questions about AI discovery
What is a Vivander AI visibility audit?
Vivander Audit is a scoped diagnostic of how AI answers the questions your buyers ask. The audit combines platform testing with website, content and external-source checks, then turns the evidence into prioritized fixes.
What do we receive from the audit?
Vivander provides a visibility score and its underlying findings, a distinction between mentions, citations and recommendations, a fact-check record, and an action plan ranked by priority and tagged by who can make each change.
How long does Vivander Audit take?
The published product scope states two to three weeks from intake to delivery. Confirm timing when Vivander scopes your business, buyer groups, locations and competitors.
Which AI platforms does the audit test?
The current Vivander Audit method tests buyer questions on seven AI platforms, with three attempts per question. Monitoring is a separate product covering the engines in your plan, up to six. See the current testing method on the product site.
Is an AI visibility audit different from an SEO audit?
An SEO audit examines how search engines can discover and rank pages. An AI visibility audit examines whether AI answers name, cite or recommend a business for buyer questions. Website access and content quality can matter to both, but the outcomes are different.
Can our existing agency make the fixes?
Yes. Vivander’s action plan identifies what needs attention and who can act. The audit does not automatically include implementation. Your team, agency and any additional Vivander support can work from the agreed findings.
Can Vivander guarantee an AI recommendation?
No. Search and AI platforms control their own answers. Vivander provides evidence, priorities and repeatable measurement; recommendations, rankings and commercial results cannot be guaranteed.
Does more website content automatically improve AI visibility?
No. Publish content that answers a real buyer question and makes verified facts easier to find. More pages, repeated claims or special markup alone do not guarantee discovery. Vivander prioritizes usefulness, access, consistency and evidence.
Find out what AI tells your buyers.
Describe the business, buyer groups and competitors you want the audit to examine.
Request audit information