Cloudflare launches dashboard to track AI mentions

Cloudflare has launched an AEO Visibility Dashboard for website owners as part of its Answer Engine Optimisation suite.

The dashboard is designed to show whether AI assistants recommend a business when users ask relevant questions, addressing a gap for brands trying to measure their visibility in AI-generated answers.

It sits alongside Cloudflare's existing Agent Readiness tool, which checks whether AI systems can find and read a website. Together, the tools are meant to show both whether a site is accessible to AI agents and whether it is then cited or mentioned in responses.

Cloudflare is targeting a growing area of digital marketing as consumer discovery shifts from traditional search results to chatbot and assistant responses. In that environment, brands have had limited ways to tell whether they appear in answers, how prominently they appear, or how they compare with rivals.

Most existing tools in the segment rely on test prompts sent to AI chatbots and sample the replies. Cloudflare is instead positioning its approach around traffic and crawl activity it says it can observe directly across websites that use its network.

What it tracks

The AEO Visibility Dashboard measures four main indicators: citation rate, or how often a site is cited as a source; prominence, or how early a citation appears and how much of an answer is attributed to the site; mention rate, or how often a brand is named; and share of voice against competitors.

Users of Cloudflare's AI Operator Activity product can also see crawl and referral traffic linked to AI systems, including which systems read content, which send visitors back to a site, and what errors they encounter.

The broader pitch reflects concern among publishers, retailers, and other website owners over how AI services use web content and how that affects referral traffic. Cloudflare framed the issue as one of both visibility and control, arguing that site owners need clearer signals on how their content is being read and surfaced by AI systems.

Stephanie Cohen, Chief Strategy Officer at Cloudflare, said the shift from conventional search rankings to AI recommendations has left many brands with little visibility into how they are represented.

"Being discoverable used to mean ranking on a page. That's not enough anymore. The agentic era is here, and the moments that matter, like when someone asks an AI for a recommendation and gets an answer back, are happening at scale, invisibly, without most brands knowing if they're in the conversation at all," Cohen said.

She added that Cloudflare's position in the flow of web traffic gives it access to a different set of signals from those used by prompt-testing services.

"Cloudflare sits at the network layer. We see actual signals: real crawl activity, real referrals, what AI systems are genuinely doing across millions of sites. That's what powers these tools. Brands can finally get a real answer to the question they've been asking: how am I showing up, and where?" Cohen said.

Marketing shift

The launch comes as marketers look for ways to adapt content strategies to AI-driven discovery. Instead of focusing only on page rankings in search engines, brands are now assessing whether their websites are being used as sources by large language models and AI assistants.

Cloudflare said citation rate could help marketers decide where to focus content spending by showing which AI platforms draw on their sites and which do not. Mention rate, it added, may help distinguish between a brand awareness issue and a source authority issue if a brand is named but not cited.

Prominence is intended to show the quality of a brand's inclusion in an answer rather than simple presence. Share of voice, meanwhile, is meant to show how often a brand appears against competitors on the questions that matter to customers.

The existing Agent Readiness tool examines whether AI agents can reach and use a site, including whether crawl permissions are in place, whether the site has a sitemap, whether content is structured in a readable format, and whether interfaces are available for more advanced agent interactions.

The new dashboard then measures what happens after that stage. The sequence reflects a practical issue for website owners: even if an AI system can access a site, there is no guarantee the content will be used in answers or that the brand will be recommended to users.

Cloudflare said the AEO Visibility Dashboard is available in early access through its dashboard. The product expands a set of tools aimed at helping site owners understand how AI assistants interact with their content at a time when web traffic patterns are changing and, according to Cloudflare Radar data cited by the company, less than half of webpage visits come from humans.