Measurement
Why Your AI Visibility Score Moves
AI visibility scores move week to week even when nothing you control has changed. Here are the 6 sources of normal variance, the patterns that signal real movement, and what to watch.
07 Verify · 7 min
Re-measure against a frozen prompt set, and read the per-prompt movement rather than the headline.
Three things must be true. The prompt set is unchanged from the baseline. Enough time has passed for the change to propagate — at least two weeks for a page edit, longer for anything off-domain. And you have written down in advance what would count as success.
If any is false, run anyway if you like, but be clear that you are collecting an observation rather than testing a hypothesis.
Your hypothesis named a specific prompt. Look at that one before the aggregate, because the aggregate blends the prompt you targeted with nine you did not touch, and that blend can easily hide or manufacture the effect.
Then read the actual response, not just whether the flag flipped. Sometimes the informative result is that you are now cited but still not recommended — which is not failure, it is progress to the next failure mode, and it tells you what the following cycle is about.
Needs a free SolCrys account (no credit card). Spends run 2 of 3.
If quotas reset before you are ready, wait. A premature second run is a wasted third of your budget.
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This lesson is the spine. These guides are the depth.
Measurement
AI visibility scores move week to week even when nothing you control has changed. Here are the 6 sources of normal variance, the patterns that signal real movement, and what to watch.
Measurement
A prompt re-run sorts a citation failure into one of three modes - Absent, Mis-described, or Out-competed - and each routes to a different AEO fix.
How SolCrys Works
How we capture your AI visibility data across supported engines, with each response traceable to a prompt, engine, capture method, available model or surface signal, and timestamp. Consumer-surface and retail-assistant validation are scoped where technically reliable.
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Start free with a ChatGPT visibility read, then add multi-engine tracking, Corporate Context governance, and the action-to-result loop when you are ready.