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AI Visibility

AI Visibility guides

Learn how AI assistants choose what to cite, how to measure your brand's AI visibility honestly, and how to earn citations without domain authority.

What Is AI Visibility? The Honest Measurement Guide

Most of what's sold as an 'AI rank' is fiction — nobody can query chatgpt.com, and every tool approximates. Here's the honest N-of-M way to measure how often AI assistants actually cite you, receipts included.

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How to Get Cited by ChatGPT (Without Domain Authority)

You can't outrank your way into ChatGPT's answers — about 90% of the pages it cites rank 21+ on Google. What works: retrievable, answer-first pages on a topic you cover completely, plus brand mentions on the third-party pages ChatGPT actually reads. Here's the four-step playbook, honest limits included.

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LLM SEO (LLMO), Explained for Founders

LLM SEO, LLMO, AEO, GEO — four acronyms, one overlapping practice. What actually puts you in AI answers is two mechanisms on different clocks, and most advice conflates them.

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AI Share of Voice: What's a Good Score in 2026?

The forming benchmarks: 10–15% AI share of voice is good, 25–40% is category-leader territory — both early-market and directional, not gospel. What the metric actually measures, the N-of-M arithmetic to calculate it honestly, and how to use soft benchmarks without fooling yourself.

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Do AEO Scores Actually Predict AI Citations?

Every AEO checker will grade your page in seconds. None of them can tell you whether ChatGPT actually cites you — because a readiness score and a citation measurement are different instruments, and this category keeps selling one dressed as the other. Here's the honest split.

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