How Fast Can a New Site Become Visible in ChatGPT? My Second Fan-Out Measurement

Last updated: April 20, 2026 Expert Take: There’s no shortage of AI visibility tools, but I want to understand what actually happens when you ask AI a question. Why I wanted to measure this I wanted a concrete answer to one question: does ChatGPT pick up handsongeo.com? And more importantly: does it find me when … Read more

The Results of My First AI Citation Measurement

Expert Take — Hans SchepersEvery study needs a baseline. Not going to lie, that stings a little 🙂 How I measure Quolity is a free Chrome extension that exports ChatGPT’s query fan-out — the internal search queries the model generates before producing an answer — along with all retrieved sources and the final citations. I … Read more

My AI Knows Everything and Remembers Nothing

Expert Take — Hans Schepers AI is the smartest assistant I’ve ever had — and also the most unreliable. Last updated: April 2026 Where It Went Wrong In WordPress, which I use to build my website, multiple user accounts had somehow been created for me — hans-editor and hans. No idea why, but there they … Read more

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