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Monitoring AI Citations at Enterprise Scale: What to Track (and What the Data Can't Tell You)

This story is from 2026-10-28. It is preserved in the archive; the latest stories are on the live feed.

Most enterprise AI-visibility dashboards I've seen measure the wrong thing, or at least an incomplete thing. They track whether the brand is mentioned. They rarely track which sources the engine cited, or why. Kiyado's article on how LLMs choose which sources to cite is a useful corrective, because…

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  1. 2026-10-28 14:32 · DEV Community — AI
    Monitoring AI Citations at Enterprise Scale: What to Track (and What the Data Can't Tell You)

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