open-geo

Open-geo evaluates brand visibility inside AI-generated responses by running queries against engines such as ChatGPT, Claude, Gemini, and Yandex. It captures whether a domain appears in the rendered answer, sources panel, or citations while noting qualitative tone for each result. All data lands in a local database that supports time-series tracking across multiple brands and query categories. The tool relies on adaptable agent playbooks rather than fixed selectors, allowing it to adjust when engine interfaces change. Metrics form a clear funnel covering answer coverage, source inclusion, citation rates, and positional averages, supplemented by a leaderboard of all domains found in the responses. Outputs include both a dashboard and a generated report for review. Designed for SEO professionals and in-house teams, the application runs entirely on user hardware with no external accounts required. This setup enables reproducible measurements and direct inspection of the underlying methodology for ongoing visibility monitoring.