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AI · March 3, 2026

LLM Insight

Track & optimize how AI search engines talk about your brand

LLM Insight launched on March 3, 2026 with 3 votes, #3,303 of 23,380 launches that month and more than 50% of that year's launches.

What it does

LLM Insight monitors how ChatGPT, Gemini, Perplexity, and Google AI Overviews mention your brand. Track citation rates, analyze source domains AI pulls from, and get actionable recommendations to improve your visibility in the new AI search landscape.

See where your brand and competitors appear, are recommended, and are cited across ChatGPT, Gemini, Perplexity, Google AI Overviews and Microsoft Copilot — prompt by prompt. Discover and fix the consideration opportunities you are losing in AI search.

Across ChatGPT, Gemini, Perplexity, Google AI Overviews and Microsoft Copilot, see which questions surface your brand, where competitors get chosen, and which URLs get cited — so you can recover the consideration moments you are losing in AI search. Search rankings alone are no longer enough. Before users ever open your site, AI now summarizes and recommends the shortlist. In AI search, the assistant summarizes and recommends candidates before users ever see the results or your site. If only competitors are recommended there, you may already be losing at the consideration stage — before paid or organic ever kicks in. When asked "what's the best ___?", competitors — not you — make the…from llm-insight.com

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