GEO Experiment Methodology: Measuring Brand Mentions in AI Engines Scientifically

案例研究 #methodology#aihotrank#echo-removal
直接答案

Bad measurement makes optimization a guessing game. This post documents AIHonest's measurement methodology — metric definitions, echo-contamination removal, sampling and statistical design — plus a real site's 0% baseline. All engine data comes from production runs.

This is AIHonest's first public experiment: tracking and improving the visibility of aihotrank.com (our own product site) in Chinese AI engines, with all data and methods published in the open.

Baseline (2026-09-13)

| Metric | Value |
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