Our Methodology

Every audit distinguishes four categories of insight: Observed data (facts read directly from your website), Technical findings (issues derived from those facts), Modeled estimates (informed projections, clearly labeled), and Not yet measured (anything requiring an authorized engine integration).

Our AI Visibility Score is computed from transparent, deterministic signals: HTTPS, crawlability (robots.txt, sitemap, AI crawler directives), structured data coverage (Schema.org Product, Offer, Organization, Breadcrumb, FAQ, AggregateRating), product data quality, content depth and brand/entity clarity.

We never claim that ChatGPT, Gemini, Google AI or Perplexity was queried unless the platform actually queried that service through an authorized mechanism. Channels we cannot yet measure are explicitly marked 'not yet measured'.

We sell measurement, optimization and monitoring — never guaranteed rankings, citations, sales or placement.