Audits now compare you against real, direct competitors instead of padding the charts.

Fixed

• Audits compare you against real, direct competitors — Competitor discovery now filters out directories, publishers, academic sites, user-generated platforms, medical references, and unrelated AI tools, and applies stricter market- and overlap-relevance checks. If no credible direct competitor is found, the audit says so instead of padding the charts with irrelevant or zero-data businesses.