Episode
The Entity Layer: Why Google Knowledge Panels Control AI Citations
- Published
- May 23, 2026
- Duration seconds
- 449
- Processing state
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- https://share.transistor.fm/s/4c0acaf4
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Summary
How Knowledge Panel consistency across Wikidata, Crunchbase, and LinkedIn determines whether ChatGPT and Perplexity cite your brand — and how to claim your entity trust.