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← Machine Relations

Glossary

I coined Machine Relations in 2024. The other terms here are ones I use in the essays, with the research page that keeps the maintained definition.

Machine Relations

Machine Relations (MR) is the discipline of earning AI citations and recommendations for a brand by making that brand legible, retrievable, and credible inside AI-driven discovery. I coined it in 2024.

EssayMachine Relations glossary ↗

Share of citation

Share of citation is whether credible sources about a brand are among the sources an answer cites when a buyer asks about the category. It is the measure I use in place of share of voice.

EssayShare of citation on Machine Relations ↗

Sentiment delta

Sentiment delta is the gap between how a company describes itself and how an AI answer describes it. I read it across the question, the retrieved sources, the public record, and the generated answer, not as one score.

EssayWhat is sentiment delta ↗

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