Notes on AI search & narrative
How AI models decide whose frame to recommend: visibility, narrative share, and the strategy behind being the answer, not just a mention.
What Are AI Visibility Tools? (And Why They Miss What Actually Matters)
AI visibility tools tell you whether you showed up in ChatGPT's answer. They don't tell you whose version of your category the model believed, which is the thing that actually decides who gets recommended.
Read article →Why You’re Mentioned in AI Answers But Not Recommended: The Narrative vs. Mention Gap
Getting cited in an AI answer and getting recommended by it are two different games, and most brands are only tracking one of them.
Read article →Why Comparison Articles Win AI Answers (Even When You’re Better)
Comparison articles don't win because they list more brands. They win because they hand the model a frame it can reuse, and once that frame sticks, being mentioned inside it doesn't mean you own it.
Read article →Why PR Mentions Don’t Guarantee AI Recommendations (And What Actually Does)
Getting quoted in TechCrunch won't make ChatGPT recommend you if the sources it trusts don't agree on what you're good at.
Read article →Why Review Platforms Rank High in AI Answers (But Don’t Control Your Narrative)
Getting cited by G2 or Capterra gets you into the AI answer. It doesn't decide whose story that answer tells.
Read article →How to Build Brand Authority for AI Answers (It’s Not About Being Mentioned)
Getting cited in a ChatGPT answer feels like winning. Most of the time, it just means you got listed. Real authority means the model built its answer on your version of the story.
Read article →Why Your Brand Gets Mentioned But Not Recommended: The Mentions vs. Narrative Gap in LLM Recall
Getting cited in an AI answer and getting recommended by one are two different games, and most brands are only playing the first.
Read article →Why AI Recommends Your Competitors (Even When You’re Mentioned)
Being mentioned in an AI answer and being recommended by it are two different games, and most brands are only tracking the one that doesn't matter.
Read article →Why ChatGPT Doesn’t Mention Your Brand (And Why You’re Measuring the Wrong Thing)
Being absent from a ChatGPT answer isn't a visibility bug. It's a sign the model learned a story about your category that doesn't include you.
Read article →What Questions Should You Ask an AI Visibility Vendor?
Most AI visibility vendors will tell you whether ChatGPT mentioned your brand. Almost none can tell you whose story about your category the model actually believes.
Read article →Build vs. Buy AI Visibility Tracking: Why Mention Count Misses the Narrative That Matters
Being mentioned in an AI answer and winning the recommendation are two different things, and most tracking tools only measure the first one.
Read article →Profound vs Peec: Why Counting AI Mentions Misses the Real Battle
Profound and Peec will tell you if ChatGPT mentioned your brand. Neither one tells you why the model recommended your competitor instead.
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