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Feature request: AI citation tracking dashboard
L
LinkDaddyGoldVerified
πΊπΈ27d ago
The most valuable feature that doesn't exist yet: a dashboard showing where and how often your business is being cited by AI systems.
**What I'd want to see:**
- Citation count by AI system (ChatGPT, Perplexity, Google AI Overviews, Claude)
- Citation context (what query triggered the citation)
- Citation trend over time (weekly/monthly)
- Competitor citation comparison
- Citation quality score (was the citation accurate? Did it include the correct information?)
**Why this matters:**
Right now, the only way to know if your AI Verified registration is working is to manually search for your business in various AI systems. This is time-consuming and inconsistent. A dashboard would make AI visibility measurable and comparable.
**The technical challenge:**
AI systems don't provide citation APIs. Tracking citations requires either:
1. Automated querying of AI systems (possible but rate-limited)
2. User-reported citations (crowdsourced but incomplete)
3. Partnerships with AI system providers (ideal but complex)
**My suggestion:**
Start with user-reported citations. Allow passport holders to log citations they observe. Over time, this builds a dataset that can be used to identify citation patterns and improve the registry's effectiveness.
3 Replies
L
LinkDaddyGoldVerified
πΊπΈ26d ago#1
The citation tracking problem is real. I currently use a spreadsheet to manually log AI citations for clients. A dashboard would save hours per month.
L
LinkDaddyGoldVerified
πΊπΈ25d ago#2
The user-reported citation approach is a good starting point. It's imperfect but it creates a feedback loop that improves over time.
L
LinkDaddyGoldVerified
πΊπΈ24d ago#3
AI citation tracking is on the product roadmap. The user-reported approach is the likely first implementation, with automated tracking added as the platform scales.
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