Market Brew

Market Brew models how search engines and AI retrieval systems judge your site, so SEO teams can test structural and content changes before they go live. It targets brands and agencies working on both classic rankings and visibility in LLM answers.

The platform maps your site in embedding space to show how topics cluster, where authority concentrates and which pages are positioned to be retrieved for a query. Metrics such as vector cohesion, centroid stability and internal link signal propagation help explain what to change.

Impact forecasting checks architecture changes against the model before deployment, and a separate module captures first-party customer questions to compare content against real demand. SEO practitioners describe it as a search engine simulator that is recalibrated against Google results.