Citation Analysis
Who gets recommended inside AI answers?
Track your brand's exposure share, citation sources, and competitor mention order in AI-generated answers. Analyze GEO the way you analyze SEO with GA.
Capabilities
What this module does for you
🏆
Daily brand-vs-competitor share
Every answer is structurally parsed to output brand / competitor / neutral source share.
🔗
URL-level citation traceback
Find exactly which page AI treats as the default answer.
💬
Sentiment & stance detection
Positive / neutral / negative classification — catch brand crises or review avalanches early.
Product screenshots
Illustrative interface
The screenshots below illustrate the module's capabilities and interaction patterns.

📊 Numbers below are illustrative / industry-benchmark values, NOT measured customer averages. Actual results vary; not a commitment.
3.8M
Answers parsed daily
+186%
Avg. brand share lift
0.91
Sentiment F1
94%
Traceback recall
Standard workflow
3 steps to close the loop
01
Import brands & competitors
Monitor up to 20 competitors at once, down to SKU level.
02
Daily comparison
Auto-generate share trend charts, sentiment stacks, and traceback heatmaps.
03
Alerts
Push share drops or review avalanches straight to your 飞书 channel.