On 6 August 2026 Cloudflare released the AEO Visibility Dashboard, in early access, alongside the Agent Readiness tool already in its Answer Engine Optimization suite. The split is clean and worth understanding: Agent Readiness asks whether an agent can read your site, the AEO dashboard asks whether assistants recommend it. Neither asks whether an agent can complete a purchase — and in Cloudflare’s own scoring, the checks that would, deliberately don’t count.

What the AEO Visibility Dashboard measures

Four metrics, per Cloudflare’s engineering post:

  • Citation Rate — the share of answers in your category that cite your site as a source.
  • Mention Rate — how often assistants name your brand without citing your site. Read against Citation Rate, it “separates awareness from attribution.”
  • Prominence — when you are cited, how much of the answer is yours and how early it lands.
  • Share of Voice — your slice of citations versus competitors on the prompts your customers actually ask.

The framing is sound. As Cloudflare puts it, there is “no impression count and no missed-click report, so when a competitor gets named instead of you, the sale is gone and nothing tells you it happened.”

Where the numbers come from

This is the part worth reading closely before you treat a Citation Rate as a measurement of your store.

The AEO metrics are generated by prompting assistants, not by watching your traffic. Cloudflare infers your industry and category from your site, then probes “the leading assistants (today, Anthropic’s Claude and OpenAI’s GPT) with likely customer prompts,” repeating each prompt across models through AI Gateway to smooth out the variance in model answers.

Crucially, the benchmark is built per category, not per site: “we run this panel once per category and reuse the baseline across all accounts in that domain.” Your number is read against a pre-computed snapshot of your category, which is what makes it load instantly — and what makes it a category-level baseline rather than a live reading on you.

Network-layer data does appear, in a separate panel: AI Operator Activity reports real crawl and referral traffic per operator, including the 403s and 404s agents hit. That is the genuinely unblockable data Cloudflare has and rivals don’t, and the pattern it flags — “the operator that crawls thousands of your pages but refers no one” — is a real signal. Just don’t conflate the two: the citation metrics are panel-derived, the traffic panel is observed.

Commerce is checked, then excluded from the score

Cloudflare’s Agent Readiness diagnostics group their checks by effort: quick wins (robots.txt, sitemap, AI-crawler rules, Markdown for agents), technical groundwork (Content Signals, API catalog, link headers), advanced integration (OAuth discovery, MCP and A2A agent cards, Web Bot Auth, WebMCP) — and commerce.

The commerce group covers the agent-payment standards: x402, ACP, UCP and AP2. And it carries this line: “This is informational for now, and not counted in your score.”

So the most widely referenced agent-readiness score on the web can return a strong result for a store on which no agent can complete an order. That is not an oversight on Cloudflare’s part — it is a scoping decision, made explicit — but it is the single most important thing for a merchant to know before treating the score as a verdict on agentic commerce readiness. We made the same point about Cloudflare’s Agent Readiness Score in July; the AEO release confirms the boundary rather than moving it.

What this means for a merchant

The audience is real: Cloudflare reports that “fewer than half of all HTML page requests now come from a human.” But the two questions the AEO suite answers — can agents read me, do assistants recommend me — sit entirely upstream of the transaction. An agent that reads your page, cites you in an answer, and then cannot resolve a variant, a price, or a payment rail has produced a mention, not an order.

That gap is what readability is not buyability is about, and it is where the commerce checks Cloudflare leaves uncounted decide the outcome.

Being cited is discovery. Being buyable is revenue — and only one of them is being scored.

Sources