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Study 01Ask an AI for a roofer: what ChatGPT and Claude recommend, and why.
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8ight research

What the AI assistants actually say.

We ask ChatGPT, Claude and Gemini the questions people ask them, keep the answers, and publish what we find: what they recommend, which sources they read, and how often the answer changes.

Each study states its sample, its dates, its method and what failed. Every figure links to the query behind it. A published study is never edited; if we get something wrong, the correction is added to the study as a dated note.

Study 01 · published 5 October 2026 Ask an AI for a roofer

What ChatGPT and Claude recommend when people ask for a local business, which sources they read, and how often the list changes.

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