VR
Public post
Valentin Radu
Sep 2026 • linkedin
Post excerpt
You will never get a notification when an AI model routes a buyer to your competitor instead of you. There isn't one AI interface, there are dozens, each running its own retrieval logic and deciding independently which brands to cite. Monitoring whether your brand is being cited across all of those surfaces, for every product category and market, can't be done with a spreadsheet or a weekly reporting cadence. The problem with citation gaps is that they're invisible. You don't see the lost recommendation. You just …
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