AI Visibility

See the answers behind the numbers

Track recorded AI answers, inspect mentions, competitors and citations, then connect the evidence to website improvements and reviewed articles.

AI Visibility in the Prerender Buddy beta app
Existing beta interface capture · September 5, 2026. Shown to explain the workspace, not as a customer result. Available features depend on your account.

Follow the questions that matter to your audience

Build a reference set around the decisions people make before choosing a product or service like yours. Keep branded accuracy questions separate from non-branded discovery questions, and record the market and language you intend to study.

Choose from the providers and tracking options available to your account. PB records controlled provider API observations; a collection is a sample of answers under its recorded conditions, not a measure of every conversation on a consumer platform.

Open the evidence behind an appearance

See whether the recorded answer mentioned or recommended your brand. Inspect the question, provider, collection date and underlying answer before deciding what a result means.

Sources have different relationships to an answer. An explicit citation is different from a returned or searched source. A link to your own site is different from a third-party page discussing your brand. Those distinctions make the results more useful than a number alone.

Investigate competitors and information gaps

Use competitor and source evidence to identify questions worth examining. If another product appears where yours does not, inspect the answer context and the information on your existing pages. Connect the finding with website Health and recorded crawler activity before choosing a technical or content action.

When an article is justified, generate a complete draft from eligible retained evidence and site context, then review its claims. With a configured publishing integration, send an approved article as a CMS draft or explicitly confirm its release. Existing-page improvements may still need an authorized person to apply them through the website's normal process. The next useful step may also be further research or no change.

Compare observations over time

History helps you revisit a stable question set and identify patterns. Compare successful response counts, provider context and scope as well as percentages. Failed or missing runs do not establish that your brand was absent, and an answer change after a page update does not prove that the update caused it.

Keep the publication date and final URL with the action, verify the live page and revisit comparable questions. How PB works explains the complete evidence-to-action workflow.

Is this the right workflow for your team?

AI Visibility fits marketers, product teams and agencies that want to inspect how their offer appears in a defined set of AI answers and turn that evidence into reviewed work.

Crawler access is a related technical question: can a crawler retrieve the page? AI Visibility examines recorded answers. Complete server HTML can remove a rendering problem while still leaving a reason to monitor how the brand is described or cited.

Availability

Providers, prompt capacity, cadence and history depend on the workspace's effective access. Check the options and limits shown in your account. Provider API observations can differ from a manual session in a consumer application.

Start with your own evidence.

Review the options available to your workspace, then choose the next useful step.

Explore your AI Visibility workspace