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How Much Can We Influence AI Responses?

Right now, we’re dealing with a search landscape that is both unstable in influence and dangerously easy to manipulate. We keep asking how to influence AI answers – without acknowledging that LLM outputs are probabilistic by design. In today’s memo, I’m covering: Why LLM visibility is a volatility problem. What new research proves about how […]

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Right now, we’re dealing with a search landscape that is both unstable in influence and dangerously easy to manipulate. We keep asking how to influence AI answers – without acknowledging that LLM outputs are probabilistic by design.

In today’s memo, I’m covering:

  • Why LLM visibility is a volatility problem.
  • What new research proves about how easily AI answers can be manipulated.
  • Why this sets up the same arms race Google already fought.
Image Credit: Kevin Indig

1. Influencing AI Answers Is Possible But Unstable

Last week, I published a list…

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