DeepSeek / Kimi / Doubao / Qwen / Wenxin / Yuanbao / GLM

China AI search answer-source and citation readiness checklist

A public-page readiness checklist for China AI search and answer systems: source visibility, title alignment, structured data, FAQ, internal links, keyword coverage, robots, sitemap, llms.txt, and log evidence without citation guarantees.

Direct answer

China AI GEO should be treated as evidence-based technical and content readiness, not as a submission hack. Make pages public, crawlable, source-visible, internally linked, sitemap-listed, and answer-ready with consistent titles, headings, FAQ, schema, and topical coverage. Then monitor public logs and configured submission channels. This improves discoverability and interpretability; it does not guarantee citation in DeepSeek, Kimi, Doubao, Qwen, Wenxin, Tencent Yuanbao, GLM, or any other AI system.

Long-tail searches covered
China AI GEO optimizationAI search answer source checkDeepSeek GEO page optimizationKimi AI search citationDoubao search optimizationQwen AI searchBaidu AI search answer sourceAI crawler source visibility

Start with source-visible answers

Before claiming AI readiness, confirm the raw HTML includes title, description, canonical, robots, JSON-LD, H1, the direct answer, and key FAQ. Core answers should not exist only after client rendering, inside images, or behind login.

  • Must Do: source-visible HTML, self canonical, and no robots block on public pages.
  • Must Do: title, H1, summary, FAQ, and body answer the same user problem.
  • Should Do: use schema, breadcrumbs, related tools, and topic links to explain context.

Common lookup scenarios

Check whether a page is ready to be used as an AI search answer source

Debug vague AI summaries, missing FAQ, or unclear source attribution

Set evidence boundaries for DeepSeek, Kimi, Doubao, Qwen, Wenxin, Yuanbao, and GLM GEO work

Review crawl signals shared by Baidu search and Baidu AI search surfaces

Turn source, schema, links, and keyword coverage into release QA

Recommended workflow

  1. Inspect raw HTML for direct answer, FAQ, title, canonical, robots, and JSON-LD
  2. Compare browser, Baiduspider, Googlebot, Bingbot, and AI crawler status, final URL, and head signals
  3. Audit Title/H1/Meta, heading outline, schema, internal links, and keyword coverage for one clear answer line
  4. Confirm robots, sitemap, llms.txt, and internal links can discover the page without noindex or canonical conflict
  5. Submit through safe configured channels and record Baidu quota, manual China webmaster status, and log evidence separately

Related tool entries

A public-page readiness checklist for China AI search and answer systems: source visibility, title alignment, structured data, FAQ, internal links, keyword coverage, robots, sitemap, llms.txt, and log evidence without citation guarantees.

FAQ

China AI GEO should be treated as evidence-based technical and content readiness, not as a submission hack. Make pages public, crawlable, source-visible, internally linked, sitemap-listed, and answer-ready with consistent titles, headings, FAQ, schema, and topical coverage. Then monitor public logs and configured submission channels. This improves discoverability and interpretability; it does not guarantee citation in DeepSeek, Kimi, Doubao, Qwen, Wenxin, Tencent Yuanbao, GLM, or any other AI system.

Do these checks guarantee citation in China AI platforms?

No. They remove avoidable crawlability and clarity blockers. Citation, summarization, and ordering still depend on each platform's data sources, search index, quality systems, freshness, and the user's question.

Can llms.txt replace sitemap or webmaster submission?

No. llms.txt can describe important pages for AI systems, but search discovery still needs sitemap, internal links, robots accessibility, and compliant submission channels.

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