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AI Visibility Dashboards Are Mostly Useless, Argues New Essay
An essay published on betterthangood.xyz argues that AI visibility dashboards — tools that claim to measure how often brands or content appear in large language model outputs — are fundamentally flawed. The author contends the underlying phenomenon is too volatile and opaque to measure reliably, likening the effort to "weighing smoke" and warning against false confidence in the metrics these tools produce.
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