Human observation
People review and record the subject, conditions, and evidence.
Turn observed answers into comparable views
Mention patterns
Which features appear with the brand?
Aggregating features…Visualize the features and themes that appear alongside the brand in AI answers as an illustrative frequency sample.
- Expertise100
- Quality92
- Trust84
- Usability76
- Impact68
- Support60
- Proof52
- Flexibility44
- Security36
- Value28
From tagged mentions to metrics
Key metrics, tracked over time
Analyzing tagged mentions…Every tagged mention rolls up into the numbers that matter — replayed here as a full analysis pass.
VisibilityIllustrative sample data
61.75%
+1.5%vs. prior period
Brand visibility inside AI answers
Share of VoiceIllustrative sample data
54%
+2.0%vs. prior period
Brand54%
Category47%
Brand share across answers
Top-position shareIllustrative sample data
42%
+0.8%vs. prior period
Answers where the brand appears first
Position gapIllustrative sample data
-0.3位
-0.3位vs. prior period
Distance from the leading answer
Tone tendencyIllustrative sample data
+0.42
+0.06vs. prior period
-10+1
Positive answer tendency
Citation rateIllustrative sample data
45.25%
+1.5ptvs. prior period
Answers citing owned sources
Cross-engine benchmark
Performance by AI engine
Comparing engines…The same tagged query set, compared across every engine you track.
Illustrative sample data
| AI Engine | Visibility | Rank Index | Citation Rate | Trend |
|---|---|---|---|---|
 ChatGPT | 66% | 66/100 | 48% | |
 Google AI Overviews | 61% | 60/100 | 44% | |
 Perplexity | 70% | 69/100 | 57% | |
 Google AI Mode | 64% | 64/100 | 46% | |
 Google Gemini | 59% | 58/100 | 42% | |
 Bing AI Overview | 56% | 57/100 | 39% | |
 Grok | 54% | 55/100 | 37% | |
 DeepSeek | 51% | 53/100 | 35% | |
 Anthropic Claude | 52% | 62/100 | 34% |
Source intelligence
Where AI cites its answers
Scanning citations…See which sites AI engines pull from, so you know where to focus content and PR.
Citation source mix
Brand site26%
Competitor site20%
Trade media24%
Expert reviews14%
Retail & comparison10%
Community6%
Domain citation ranking
1Yyourbrand.comYour site · 34 citations↑
2Ccompetitor-a.comCompetitor · 31 citations—
3Rreview-hub.exampleTrade media · 27 citations↑
4Ccompetitor-b.comCompetitor · 25 citations↓
5Bblog-review.exampleCommunity · 16 citations↑