Source Diversity Scorecard
Measure whether your AI presence is balanced across owned, review, editorial, docs, and community sources.
Source lists
Paste the sources supporting your brand to score how diversified your footprint really is.
Run the tool to get a structured result with scores, tables, recommendations, and next steps.
What You Get
Prevents over-reliance on your own site and a single review platform.
What You Get
Shows which source classes are underrepresented in your footprint.
What You Get
Useful for planning PR, review generation, and community participation.
- Paste one source per line under each source type.
- Treat “none yet” as a useful result, not something to hide from the tool.
- Rebalance the weakest source type first instead of trying to improve everything at once.
AI Visibility Checker
Score how clearly your brand, category, and proof stack line up with AI recommendation prompts.
AI Citation Tracker Lite
Map the mix of owned, editorial, review, and community sources supporting a page or topic.
AI Search Readiness Score
Benchmark whether your brand is actually ready for AI search, not just traditional SEO.
Track this in Citepanel
Move from one-time checks to continuous visibility, position, and sentiment monitoring.