Prompt and market design
We translate real buyer decisions into prompt clusters and define the countries, categories and competitors in scope.
- Priority buyer questions
- Category and market boundaries
- Named competitor set
An audit turns AI visibility into an observable business question.
An AI Visibility Audit tests a defined set of buyer prompts across selected AI systems, then evaluates mentions, recommendations, factual accuracy, citations and competitive presence.
The result is a time-bound evidence snapshot—not a promise about every possible AI answer. We define the market, prompt set and models before testing so the findings can be reviewed and repeated.
Cross-model testing
We test the agreed prompts across relevant AI systems and record what appears, what is missing and where answers differ.
- Brand mentions and shortlist presence
- Recommendation context
- Entity and factual accuracy
Source and citation analysis
We identify observable sources supporting the responses and separate on-site content gaps from off-site authority gaps.
- Cited and influential domains
- Owned-content coverage
- Evidence consistency
Prioritized opportunity map
You receive a practical sequence of improvements ranked by relevance, evidence gap and business value.
- Quick corrections
- Content and entity opportunities
- Authority-development priorities
What decision-makers usually ask
These are the questions the audit is designed to answer in plain language.
Which AI systems can the audit cover?
The scope can include ChatGPT, Gemini, Claude, Perplexity and Google AI experiences. The exact set depends on your buyers, markets and available access at the time of testing.
Does an audit guarantee future recommendations?
No. AI responses are probabilistic and change with models, prompts, sources and time. The audit provides a reproducible snapshot and a prioritized improvement plan.
What do you need from us?
Your website, priority markets, commercial categories, named competitors and the buyer questions that matter most. Existing positioning or research can improve the prompt design.
How is this different from a traditional SEO audit?
SEO audits primarily inspect search visibility and site health. An AI visibility audit also tests generated answers, entity understanding, recommendation presence, cited evidence and cross-model differences.