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Feature request: AI citation tracking dashboard

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LinkDaddyGoldVerified
πŸ‡ΊπŸ‡Έ27d 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

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LinkDaddyGoldVerified
πŸ‡ΊπŸ‡Έ26d 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
πŸ‡ΊπŸ‡Έ25d 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.
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LinkDaddyGoldVerified
πŸ‡ΊπŸ‡Έ24d 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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