Overfront

AI assistants are the new front page. When people ask ChatGPT for "the best project management tool" or "alternatives to X", some sites get cited — and most stay invisible. Overfront shows you which side any site is on, right where you browse. Open the side panel on any website and see: - AI Visibility Score (0-100) — how often AI answers cite this domain when real-style discovery questions are asked, measured against live AI engines - Brand Score — how the AI responds when asked about the brand directly - Competition — which sites appear in the same AI answers, with their citation rates side by side - Questions — the actual discovery questions used for measurement, so you can see what the score is made of - Sources — where AI answers about this space link to How the measurement works is public: the full scoring method, formulas, and sample sizes are documented and versioned. Measurement questions are calibrated against aggregate statistics from real user-AI conversations, so scores reflect how real users actually phrase questions — not keyword lists. Built privacy-first: the extension sends only the site's domain (never URLs, never page content, never browsing history) and an anonymous identifier. There is no account and no sign-up. Free to use. Whether you run a site, do SEO/GEO work, or are just curious who wins the AI answer box in your market — Overfront gives you the number in one click.