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llemmy: AI Visibility OS

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llemmy is built by search practitioners who watched the front page move from ten blue links to a single AI answer, and decided brands deserved two things: an honest read of how AI sees them, and a way to do something about it. For two decades, winning meant ranking. Today a buyer asks ChatGPT, Claude or Perplexity to recommend a category and gets one answer, with a handful of brands named. If you're not in it, you're invisible, no matter where you rank on Google. We built llemmy because the tools we relied on couldn't see this. And as AI visibility dashboards multiplied to fill the gap, they shared two habits we couldn't accept: confident percentages with no sample size behind them, and nothing to do once you'd seen the chart. So llemmy runs on a different thesis. Measure honestly, with the sample size and a 95% confidence interval on every headline number and a public methodology behind it. Then run the loop that honest measurement deserves: diagnose why, act through the systems you already run, and prove what moved against a baseline.

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