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Composite AI Visibility Index

Entry #543 / 700 · Chapter 11 · 11.4 The four foundations and how to measure GEO · Read in Chinese →
In one sentence

A single weighted score across several engines, allocated according to their importance in your market, used to track overall presence in generated answers.

Analogy Mental model

A combined exam score. A perfect result in one subject does not compensate for a zero in another.

In practice What you actually do

For executive reporting, one chart showing your index against three named competitors across the major engines is more persuasive than any table of raw counts. Fix the weights deliberately, state them, and keep them stable across periods so the trend means something.

Where people get burned Pitfalls

Comparability requires discipline: identical prompt wording, the same geographic testing location, and the same model versions each month. Change any of those and the movement you report is measurement noise.

This entry was written in English from the Chinese original, not machine-translated. Read the Chinese version →