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Observations2026-07-24~2 min read้˜…่ฏปไธญๆ–‡็‰ˆ โ†’

A field guide to Chinese AI engines (mid-2026)

Doubao, Kimi, DeepSeek, Yuanbao, ERNIE and more โ€” a three-category map of how Chinese users meet AI answers, and three structural differences from the West.

A quick field guide for teams outside China โ€” and a checklist for those inside. OrcaScope groups engines by how users actually meet the AI answer, in three categories. We deliberately publish no user-count numbers: they change fast, methodologies conflict, and printing them is how a page goes stale and wrong. Structure is what stays true.

Category 1: general-purpose assistants

  • Doubao ่ฑ†ๅŒ… (ByteDance) โ€” distributed across ByteDance's app family; a strong mobile presence.
  • Kimi (Moonshot AI) โ€” long-context origins; answers often ship with reference links, which makes it friendly to monitoring and citation analysis.
  • DeepSeek โ€” after its open-source breakout, it exists both as an official app and as hosted versions on many cloud platforms (we access its inference via Volcengine's Ark platform).
  • Qwen ้€šไน‰ๅƒ้—ฎ (Alibaba), Hunyuan Yuanbao ๆททๅ…ƒยทๅ…ƒๅฎ (Tencent), ERNIE Bot ๆ–‡ๅฟƒไธ€่จ€ (Baidu) โ€” the big-tech assistants, each fed by its owner's ecosystem entrances.

Category 2: AI-native search

  • Metaso ็ง˜ๅก” AI ๆœ็ดข โ€” a standalone AI search product positioned around "no ads, straight to results".
  • Nano AI Search ็บณ็ฑณ AI ๆœ็ดข (360) โ€” distributed through 360's browser and security products.
  • Zhihu Zhida ็ŸฅไนŽ็›ด็ญ” โ€” AI search built on top of the Chinese internet's Q&A corpus, deeply tied to the Zhihu community.

Category 3: answers embedded in super-apps

WeChat search (ๆœไธ€ๆœ, wired to Hunyuan/Yuanbao capabilities), Baidu Search's AI summaries, and the Doubao entry points inside Douyin โ€” users never open an "AI product", yet what they read is an AI-generated answer. For brands this category is the easiest to overlook and among the widest in reach.

Three structural differences from the West

  1. More fragmented entry points: the West is one dominant assistant plus challengers; China is several strong assistants plus super-app embeddings โ€” no single entry point covers a majority of users, so "just watch one engine" does not work there.
  2. A different citation ecosystem: Zhihu, WeChat official accounts and Baijiahao carry outsized weight in Chinese engines' reference lists โ€” a separate universe from the Wikipedia/Reddit/media ecosystem in the West (see our first-hand observations).
  3. Models decoupled from products: the same model (DeepSeek is the canonical example) sits behind many product entrances. Monitoring a model is not monitoring what users actually see โ€” which is why we define engines by product entrance, not by model.

What we cover today

As of this update: 8 engines live and actually scored (ChatGPT, Kimi, DeepSeek, Gemini, Doubao, Qwen, Perplexity, Grok); 2 being integrated (Hunyuan Yuanbao, ERNIE Bot โ€” never counted into scores before they are truly live). The homepage engine list is the always-current roster.

Related reading

Theory read โ€” now measure reality: what do AI answers say about your brand today?

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How is the score computed? Full methodology โ†’

A field guide to Chinese AI engines (mid-2026) ยท OrcaScope