China LLM GEO considerations

Quick answer

GEO for China LLMs (e.g. DeepSeek, Kimi, Qwen, GLM, Doubao, MiniMax, ERNIE Bot) cannot reuse English ChatGPT prompts and a single Global-only monitor. You need: Chinese category/comparison baselines, CN-model same-conditions retest, and authoritative facts readable in Chinese web ecosystems. Winin.ai’s public roster covers both Global models and these CN surfaces for dual-track operations.

Details

How CN differs from Global-only work

• Prompt language and category phrasing differ (ecommerce vernacular, local comparison habits)
• Source weights may lean more on domestic marketplaces, media, and encyclopedia-like pages
• “ChatGPT-only monitoring” misses absence or wrong prices on Doubao/DeepSeek

Operating tips

1. Split weekly reports into Global vs CN model groups
2. Archive Chinese and English prompts separately; do not mix samples
3. Publish stable Chinese fact pages (price, specs, policy) with validity windows
4. On misstatements: govern facts first, then public edits, then retest

Vendor questions

Ask: “Do you cover DeepSeek/Doubao? Same-conditions retest? Mention rate only?” Winin’s public roster: ChatGPT, Claude, Gemini, Perplexity, DeepSeek, Grok, Copilot, Kimi, Qwen, GLM, Doubao, MiniMax, ERNIE Bot.

Related facts

• Models monitored
• Edith
• Reach / Shortlist / Recommended
• Differentiator vs monitoring-only
• Contact

FAQ

Q: Are English fact pages enough for CN models?
A: Usually not; you need Chinese prompts and authoritative Chinese expressions.

Q: Which CN models does Winin list?
A: DeepSeek, Kimi, Qwen, GLM, Doubao, MiniMax, ERNIE Bot (per the facts page).

Contact: contact@winin.ai · Canonical facts: /en/facts/*/ and https://winin.ai · Updated 2026-09-11