How to measure AI search visibility without invented scores
https://brandlyup.com/insights/how-to-measure-ai-search-visibility-without-invented-scores/

QUICK ANSWER
Measure AI visibility through evidence a platform actually provides: reported citations, cited pages and relevant query context where available. Keep those signals separate from visits and enquiries. A manually observed answer is a snapshot, not a stable market-wide visibility score.

WORKING CHECKLIST
1. Use documented platform reporting where available.
2. Record manual-check context and limits.
3. Separate citations, visits and qualified enquiries.
4. Inspect the usefulness of cited pages.

YOUR BRIEF
Business / website:
What needs to change:
Existing materials:
Open questions:
Timing:

SCOPE
AI-assisted practical guide. Examples are illustrative; business-specific facts and sector claims need the responsible owner’s approval.

Contact: hello@brandlyup.com