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How do we control what ChatGPT says about us?

Quick answer

Not directly. We influence the sources ChatGPT relies on, monitor what it says continuously through AIQ, and intervene when the narrative drifts from accurate or fair.

Direct control of ChatGPT output is not on the table for any company. The model is proprietary, the prompts are user-controlled, and asking the model to change its answer has no durable effect across sessions or users. What works is influencing the sources ChatGPT relies on – Wikipedia is the single biggest lever, followed by mainstream news coverage, structured data, and well-built owned properties – and monitoring continuously through AIQ™ so drift is caught early. The right framing is that AI reputation is a function of the underlying information ecosystem, and the work is at that layer. The output is a derivative of the inputs; managing the output without managing the inputs is theater.

Last reviewed: 19/05/2026

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