Builder abandons his own AI visibility tracking tool
A builder created an AI visibility tracker to monitor brand presence in AI search results, then found he no longer used it himself. This suggests the tool did not deliver enough ongoing value to justify a habitual workflow, pointing to a deeper question about what AI-visibility monitoring needs to offer to stay useful.
Signal
Visibility
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