Get a signal you can examine.
See how often a domain appears in sampled AI answers. Compare discovery visibility with a separate score for questions that name the brand.
Meet Overfront. Your new perspective on discovery.
Measure AI visibility, see who gets cited, and find your next move. Right in your browser.
Developers
Technical founders
SEO & GEO teams
AI answers are another way people discover your site. Overfront is AI search optimization software for developers, founders, and SEO teams. Start with a clear view of your visibility, the competition, and the sources behind the answers.
See how often a domain appears in sampled AI answers. Compare discovery visibility with a separate score for questions that name the brand.
Find the competing domains linked in the same answers. Check citation rates while you're already researching another product.
Read the discovery questions used for measurement and inspect the domains AI cites. Follow the evidence behind the result.
No project to configure. No prompt list to write.
Just a useful layer on your everyday browsing.
Your site. A competitor's homepage. A brand you're curious about. Start with a public website.
Open the extension to see the domain's AI visibility. Enable the optional on-page badge to keep the score in view.
Explore competitors, questions, and sources. If there is no result yet, request a measurement and check back when it's ready.
Useful data should come with context.
And it shouldn't come at the cost of your privacy.
Only the domain and an anonymous ID go to our service. Page content, full URLs, and chat history stay out of it.
Read our privacy policyThe scoring method is public. Linked citations and mentions have different weights, and brand questions are scored separately.
Explore the methodologyAI answers change. Scores include an estimated range, so a single number never has to tell the whole story.
Here's a little more context.
AI search optimization means improving how your site is discovered and represented in AI-generated answers. Overfront helps you start with evidence: measure current visibility, compare cited competitors, and inspect discovery questions and sources. It provides research signals, not automatic site changes or guaranteed placement.
It measures how often a domain is cited or mentioned in sampled AI answers to discovery questions. Linked citations carry more weight than unlinked mentions. Questions that explicitly name the brand are measured separately as a Brand Score.
The core browser extension is free and does not require an account. Existing scores are shared across users. Requests for new measurements are subject to a weekly limit, shown in the extension.
The current measurement engine is ChatGPT via the OpenAI API. Measurements use fresh, stateless API responses. They are not taken from your personal ChatGPT conversations and may differ from answers in the consumer app.
No. Open a public website and Overfront uses the domain to look up its results. Discovery questions are selected for the site's category. If a site has not been measured, you can request a measurement from the extension.
No. It is a sampled estimate of visibility, not an official ranking or a guarantee of traffic. AI answers vary. The extension shows the estimated range and the questions behind the result so you can interpret it in context.
The extension sends only the registrable domain and an anonymous identifier to our service. It does not transmit page content, full URLs, URL paths, or chat history. The automatic on-page badge requires optional website access, which you control.
New software for AI search optimization. One extension away.
Add Overfront to ChromeAvailable on the Chrome Web Store. Free. No account needed.