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I built a lightweight AI mentions checker because “AI visibility” advice felt too vague

Everyone seems to be talking about AI visibility right now, but a lot of the advice still feels vague. You hear the phrase everywhere, but when you try to pin it down, the practical side gets fuzzy fast. Are people talking about rankings, mentions, citations, retrieval, or visibility inside chat-based answers? A lot of the time, the conversation becomes bigger and more abstract than it needs to be. That was the main reason I built a lightweight tool around the idea. I wanted something simpler an
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2 comments

techfan421h ago

This is a really insightful piece. The data backs up what I've been seeing in the industry.

devops_sam45m ago

Agreed. Would love to see a follow-up with more recent numbers.

curious_reader2h ago

I'm not sure the conclusion holds for smaller teams. Would be interesting to see this broken down by company size.

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