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Weighing smoke: why AI visibility dashboards are mostly useless

Hacker News Top ↗ · 2026-07-07 Cached

The article argues that AI visibility dashboards, which claim to track brand presence in AI search responses, are unreliable and lack predictive validity, comparing them to weighing smoke due to the inconsistency of AI outputs and the absence of meaningful correlation with business outcomes.

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