I Stopped Asking “Does AI Know My Brand?” and Started Measuring Something Harder
This story is from 2026-10-08. It is preserved in the archive; the latest stories are on the live feed.
I thought AI search visibility would be a simple number. Something like: Your brand appears in 38% of AI answers. Easy. Put it on a dashboard. Track it every week. Done. Then I started building Aurvikon. And I realized the percentage isn't the interesting part. The interesting question is: Why did…
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- 2026-10-08 07:03 · DEV Community — AI
I Stopped Asking “Does AI Know My Brand?” and Started Measuring Something Harder