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Why Did My AI Visibility Results Change?

Symptom: Your scores moved between reports without an obvious cause.

This is normal. AI answers are probabilistic and shift as models and their sources update. A change can come from model variability, source updates, a competitor move, or your own published change. Read the trend across several reports rather than reacting to a single one.

  • Why results change
  • How to tell signal from noise
  • What to do about a real change
  • Model variability. The same prompt can produce different answers on different runs.
  • Source updates. The pages and listings models rely on change over time.
  • Competitor moves. A competitor publishing or earning citations can shift answers.
  • Your changes. A page you shipped can move the prompts it targets, after a delay.

A single report that differs from the last is usually noise. A change that holds across several reports is signal. Use the weekly brief to see sustained movement, and open the prompts behind a change to read the actual answers.

If a sustained drop is yours, check whether a page changed or became less crawlable. If it is a competitor, find the prompts and sources where they gained and contest them.

My score dropped but I changed nothing. Why?

Section titled “My score dropped but I changed nothing. Why?”

AI answers shift as models and sources update. Confirm the change holds across reports before acting.

How many reports should I wait before reacting?

Section titled “How many reports should I wait before reacting?”

Look for a change that persists across at least a few reports.