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The AI Visibility Audit (Step-by-Step)
The AI Visibility Audit is a step-by-step method for checking how ChatGPT, Claude, and Gemini describe a brand. It runs a set of buyer-intent prompts across each engine, measures whether answers stay consistent, flags hallucinated or outdated facts, surfaces missing product knowledge and use cases, and turns the gaps into a ranked list of fixes. The goal is simple: know what the machines are saying about you before your customers ask them.
Why AI Doesn't Recommend Your Startup
A field guide to a quiet problem: when a customer asks ChatGPT, Perplexity, or Gemini for the best tool in your category, your startup never comes up. This story breaks down the five reasons AI models skip you - missing authority signals, sparse public information, weak documentation, few third-party mentions, and inconsistent messaging - and lays out how to fix each one. The core idea: AI doesn't invent authority, it reflects it. If the open web doesn't clearly, consistently, and repeatedly describe what you do, the model has nothing to recommend.