The free CiteVano scan
The public scan evaluates website-level readiness: HTTPS, titles, metadata, topic clarity, visible content depth, JSON-LD, organization schema, canonical URLs, social metadata, sitemap discovery, optional llms.txt guidance, AI crawler policy and trust paths.
The model-level layer
Provider-backed tests are separate. They use a defined prompt set to observe whether a brand is mentioned, cited, shortlisted or omitted, and which competitors or sources appear instead.
Are you in the answer?
Presence across selected commercial prompts.
Is your domain evidence?
Whether the brand’s site or supporting sources are cited.
Who owns the shortlist?
Recommendation coverage versus chosen competitors.
What a good audit should never claim
It should not present a proprietary technical score as if a third-party model issued it. It should not guarantee future rankings. It should preserve the prompt set and observation date so comparisons remain meaningful.