AI search visibility instrument
AI search visibility instrument
Four numbers computed from the raw API responses for this brand's run. Nothing here is estimated.
Presence rate
Cited or mentioned in an AI Overview
Citation rate
Specifically linked as a source (stricter)
AI Overviews returned
Cost of this run
Every query where an AI Overview returned, at least one other domain was cited, and this brand was not. This is the headline finding.
Every domain cited across this run's AI Overviews, ranked by citation count. Not curated to competitors only — this is the real citation landscape.
The audit layer underneath the summary sections above.
| Query | Category | AI Overview | Brand cited | Cited domains |
|---|
No prompts match this filter.
What this number is and isn't, stated plainly.
Before running the full prompt set, the script fires one test call, reads the real cost DataForSEO charged for it, and projects the total cost for the whole run. If that projection exceeds the cap, the script refuses to run the full set — it prints what it would cut rather than silently overspending.
Hard cap: $3.00 per run.
Google's AI Overview is generated per-query, per-session, and changes over time. A re-run of the exact same prompt set can return different citations, or a different presence rate, even a few hours later. This is a single-run snapshot, not a trend line.
Some queries never trigger a Google AI Overview at all. That is recorded and shown as a distinct state in the prompt table below — never silently treated as a citation miss, and never faked as a zero.
The JSON for this brand couldn't be fetched. If you're running this locally, confirm data/<slug>.json exists and you're serving the folder over HTTP, not opening the file directly.