Objections & misconceptions

The most common doubts about AI visibility — reliability of measurements, "ranking" in ChatGPT, hallucinations, instability over time — and what you can actually observe.

Are AI visibility measurements reliable?

Clearing up doubts about the reliability of AI visibility measurements.

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Can you really "rank" in ChatGPT?

Understanding why there's no "position" inside an AI, and what you can measure instead.

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Is my company visible in ChatGPT? How to find out

Knowing concretely how to check your AI visibility.

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An AI is saying false things about my brand: what to do?

Understanding why an AI can get a brand wrong, and what you can do about it.

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Stock vs. flow: what AI knows about you without the web

Understand the difference between querying an AI with or without web search — and why controlling that setting changes everything.

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AI visibility is never a given: why you must repeat measurements

Understand why an AI visibility measurement goes stale and must be repeated.

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