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Research

Articles tagged Research, on measuring and improving how AI assistants and search engines present your brand, and on the API that returns their answers.

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Articles

AI answer volatility: how much answers change and how often to check

The same prompt can name you today and a competitor tomorrow. Measured run-to-run change on ChatGPT and AI Mode, how many runs a rate needs, and how to set a monitoring cadence and budget.

2026-09-18