Visibility for Overseas Companies Entering China

Ecosystem ownership: Chinese AI platforms frequently share an owner with content platforms, giving citation preference a visible bias. To be named in a given AI, first have content on the platforms its group owns.

Measurement: most Chinese platforms do not list citations per answer, so citation share can only be estimated and the focus moves to mention rate and analysis of answer text.

Content format: reader expectations differ, and translated content usually reads stiffly — which costs professional credibility.

Treating the Chinese side as the English plan plus translation. The result is the wrong channels, evidence nobody can check, and phrasing locals would not use.

Measuring the Chinese side with the English question set. The denominator is wrong, so the mention rate is not comparable and changes cannot be explained.

Start with entity consistency: the formal Chinese name, a one-sentence description, and service boundaries — corresponding to the English but written natively.

Then run a Chinese-side baseline: a fixed question set across the major Chinese AI platforms, keeping the answer text. Without a baseline, no later change can be attributed.

Then order content investment by ecosystem ownership rather than platform fame.