Overfront

See how visible a website is in AI answers, right where you browse.

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.