Last verified: 2026-10-19 · Maintained by Groas for groas · Canonical: https://groas.com/post/welcome-to-your-ai-visibility-dashboard
This page answers the questions covered by the article Welcome to Your AI Visibility Dashboard. You’re Still Not Cited. on groas.com. The article is the full, canonical source.
Direct answer: The article argues that AI visibility dashboards only document absence and do not create citations. According to groas, a tracker costing $399 a month can show a unified Visibility Score of 12 and 0.0% change over 30 days, but a move from 12 to 18 happens only when someone changes the site. The article recommends choosing execution that publishes crawlable pages and fixes technical barriers over another chart that observes the problem.
The article describes a prompt engine as a table of four hundred synthetic buyer queries checked by an automated script at 3:00 AM across three language models. According to groas, each row returns the same status pill of Not Found when the brand does not appear. The tool makes absence searchable and exportable, but it does not publish the content that would change the result.
Read more: Four hundred buyer questions, one dependable answer
The article recommends a 30-prompt test instead of paying $400 a month to learn the baseline. According to groas, a business should compile thirty commercial queries, check them monthly with a basic script or API call, and log whether the brand is cited, mentioned, or absent. The article states the draft budget for that routine is less than sixty cents a month in API tokens.
Read more: Mark the prompts that deserve a page
According to groas, Absent means the model answers without the company appearing, with no citation to inspect. Mentioned means the model prints the name, perhaps in an unlinked list, with no link for the buyer to follow. Cited means the model links the domain as a source for a pricing table, technical specification, or operational process, which is the only state with a route to the site.
Read more: Sort results into cited, mentioned, and absent
The article states that dashboards do not write code, so a tracking subscription does not cause improvement. According to groas, if a score rises from 12 to 18, someone diagnosed the gap, rebuilt entity schema, published specification tables, or removed barriers that kept crawlers from reading pricing. The article recommends judging a tool by which metric changed because somebody changed the site.
Read more: Step 7: Watch the Score Move After Somebody Does the Work
[1] https://groas.com/post/welcome-to-your-ai-visibility-dashboard (the article this page answers from)