A clear result starts with context.
Keep the question, answer, source, and sample coverage together. Make the limits visible.
AI visibility
A clear view of your brand in AI search.
Brand mention rate37.8%28 of 74 valid example answers
Owned citations18Links to your website
Tracked questions20One market, one question set
Visibility over time
Example period · 4 weeksWeek 1Week 2Week 3Week 4
Every observation keeps its context
- Buyer questionWording and intent
- MarketUnited States · English
- Answer engineChatGPT
- Cited sourcesOwned and independent
- Collection dateRecorded per sample
Measured with care. Clear rules for comparing answers and describing change.
- 01
Compare the same question
Preserve wording, market, and source when measuring again. A changed comparison should be explicitly identified.
- 02
Show the denominator
Report the number of valid sampled answers behind a percentage. Missing answers remain separate from measured zero values.
- 03
Describe change carefully
A before-and-after result shows what moved. It does not prove which change caused the movement.