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Why numbers differ between screens

Why Home, Topics, Competitors, MCP and Looker Studio show different AI visibility numbers for the same brand, and how to compare them fairly.

If Home says one visibility number and Topics another, both can be right. Each screen answers a slightly different question, over a different window or a different set of questions.

WhereWhat it coversWindow
HomeAnswers to your topics’ buyer questionsThe period you pick (7 days by default). The daily chart plots each day’s own answers.
Topics (Found)One topic’s buyer questionsRolling 7 days
CompetitorsThe same answers, per brandThe period you pick
MCP get_visibilityAll tracked questions, brand-wideTrailing 7 days, with 12 weeks of history
Looker StudioOne row per day, question and engine, summed or averaged however your chart groups themThe report’s date range
  1. Different windows. Home over 30 days and a topic over 7 days describe different stretches of time.
  2. Different questions. A topic covers only its own questions. get_visibility counts every tracked question, not only topic questions.
  3. Averaging. Home averages across questions, so a topic with few questions carries the same weight per question as a big one. An average of topic scores is not the same as the overall number.
  4. Today is partial. Until today’s scan finishes, today’s point on a daily chart rests on fewer answers.
  5. Grouping in Looker Studio. Adding Source Domain or Competitor Named to a chart repeats each answer once per domain or competitor. Keep those dimensions off headline totals.