CiteRank Index
Sentiment™
Qualitative polarity of brand descriptions generated by AI.
Current
88%
Industry benchmark
70%
Illustrative 12-week series — replaced with your own data once audits run.
How we calculate it
Sentiment polarity scoring of LLM outputs using calibrated classifiers.
One-line summary
Natural language processing of engine responses to measure brand favorability.
Related metrics
Diagnostic MetricSegment-level granularity
AI Visibility Score™
Frequency of brand appearance across the top 8 generative engines.
0%
+34%(+89.5%)
Illustrative benchmark for product demonstration: 52%Above benchmark
Diagnostic MetricSegment-level granularity
Recommendation Share™
Percentage of commercial prompts where the brand is explicitly recommended.
0%
+19%(+86.4%)
Illustrative benchmark for product demonstration: 28%Above benchmark
Diagnostic MetricSegment-level granularity
Citation Share™
The share of authoritative source links pointing to your domain.
0%
+14%(+70.0%)
Illustrative benchmark for product demonstration: 25%Above benchmark
