Global & Regional Commerce
China's Parallel Answer Engines: Why DeepSeek, Doubao, and Baidu ERNIE Are a Separate Visibility Game
China's generative-AI users now number in the hundreds of millions, running on apps, under rules, and drawing on sources that the Western AI-visibility playbook was never built for.
Part of MSME & Global Commerce in the Insights library.
Abstract
China's AI answer layer is real, large, and growing fast: nationwide generative-AI adoption reached 42.8 percent of the population by the end of 2025, and standalone AI apps alone drew 499 million monthly users by May 2026. It is also structurally separate from the Western AI stack, walled off by access blocks, a distinct 2023 content-moderation regime, and, by practitioner report, a different set of sources these engines draw from. What is not yet proven is the sharper claim that a brand doing well on ChatGPT or Google's AI answers is therefore invisible in Chinese consideration sets; that remains a well-grounded inference from the structural facts, not a measured number, because no independent count of brand citations across China's AI apps exists yet.
China's generative-AI market did not creep up quietly. The China Internet Network Information Center reported 602 million generative-AI users by the end of December 2025, a 141.7 percent increase year over year, lifting national adoption to 42.8 percent of the population against a base of 1.125 billion internet users. Layered on top of that, QuestMobile's tracking of standalone AI-native apps (not counting AI features built into other apps) put monthly active users at 499 million by May 2026, up 85.4 percent year over year, with unusually heavy use: roughly 93 sessions and about 183 minutes per user per month. Inside that number the hierarchy has been anything but stable. ByteDance's Doubao led the pack at 382 million monthly users, Alibaba's Qwen followed at 167 million, and DeepSeek sat third at 130 million as of May 2026 per QuestMobile, while Baidu's ERNIE Assistant was separately reported by the Wall Street Journal to have crossed 200 million monthly users in January 2026. DeepSeek's own trajectory shows how fast this can move: it hit number one on both the US Apple App Store and Google Play Store in late January 2025, then, per a16z's tracking, its web and mobile usage had fallen more than 40 percent and 22 percent respectively from that February 2025 peak by August 2025. This is a market still finding its shape, not a settled leaderboard.
The behavior layer here is shaped less by consumer taste than by regulation and access. ChatGPT has never been officially available inside mainland China since its 2022 launch, and Google Search has been blocked there since 2010; any generative-AI service operating in China has to register with, store data inside, and follow the censorship rules of the Cyberspace Administration of China under its 2023 Interim Measures for Generative AI Services. Peer-reviewed research from Stanford and Princeton, published in PNAS Nexus, measured what that compliance actually does to model behavior: on politically sensitive prompts, Chinese-origin models showed refusal rates as high as 60.23 percent versus 0 to 2.8 percent for non-Chinese models, and higher rates of complete factual inaccuracy on those same prompts, roughly 8 to 22 percent for China-origin models against 6 to 10 percent elsewhere. That is a real, measured effect, but it was measured specifically on politically sensitive topics, not on the kind of everyday product or brand question a shopper would ask. Meanwhile, on the commerce side, Bain's 2026 China Shopper Report, the fifteenth consecutive edition of what is likely China's most established annual shopper-behavior tracker, put e-commerce at 38 percent of urban FMCG spending in 2025, growing at 6 percent, and covers 27 categories in detail. It contains no discrete measurement of AI-chatbot-assisted shopping at all. That absence is itself a data point: China's most authoritative shopping-behavior study has not yet found this behavior significant enough, or measurable enough, to track.
For a business trying to map where its market's attention actually sits, China is the clearest case of why that map cannot be assumed from the Western picture. Practitioner reporting from the China-market GEO agency KAWO describes Chinese generative engines drawing on a source hierarchy built from Zhihu (a long-form question-and-answer platform), Baidu Baike (the dominant Chinese-language encyclopedia), and WeChat Public Account articles, rather than the open Western web that ChatGPT and Google's AI Overviews largely crawl. That claim comes from a single agency source and is tiered as contested here, not established fact, but it points at something structurally plausible given everything else that is verified: a walled-off audience, a separate regulatory regime, and almost certainly a separate underlying citation graph. A second, similarly single-sourced claim reports that Xiaohongshu (RED) has overtaken Baidu as the primary product-discovery surface for Chinese women 18 to 35 in beauty, fashion, and food. Neither claim is independently confirmed in the evidence gathered for this study, and that is the current state of the field: nobody has yet published a transparent count of how often any given brand gets cited across DeepSeek, Doubao, ERNIE, Qwen, and Kimi the way comparable citation studies now exist for ChatGPT and Google AI Overviews in Western markets. Until that census exists, treating China as a place your existing AI-visibility work automatically reaches, or as a place it definitely does not, are both guesses.
The data, in one read
A market larger than most countries, arriving fast
Start with scale, because it is the one part of this story that is cleanly measured. China's official internet regulator, CNNIC, reported 602 million generative-AI users by the end of December 2025, a jump of 141.7 percent from a year earlier, against a total internet population of 1.125 billion at 80.1 percent penetration. National adoption of generative AI moved from roughly 17.6 percent to 42.8 percent of the population in a single year. Layered underneath that top-line figure, QuestMobile's tracking of standalone AI-native apps, meaning dedicated AI apps rather than AI features bolted onto an existing app, put monthly active users at 499 million by May 2026, up 85.4 percent year over year. Engagement inside that number is notably heavy: an average of about 93 uses and 183 minutes per user per month.
Put plainly, whatever you think you know about how people discover and evaluate brands using AI in your own market, there is now a population roughly the size of the United States and Indonesia combined running that same behavior on a completely different set of apps, under a completely different set of rules.
Who actually holds the audience, and how unsettled that ranking still is
Inside China's AI-native app market, ByteDance's Doubao led with 382 million monthly active users as of May 2026, Alibaba's Qwen followed at 167 million, and DeepSeek, the model that briefly dominated Western headlines, ranked third domestically at 130 million, per QuestMobile. Separately, the Wall Street Journal reported that Baidu's ERNIE Assistant crossed 200 million monthly active users in January 2026, a figure that traces to sourcing described as people familiar with the matter rather than a confirmed Baidu filing, and is treated here as emerging rather than established.
This ranking should not be read as settled. Different trackers measure different things: monthly active users in one report, weekly active users in another. The resulting figures for the same platforms have been found to vary by a factor of two or more depending on the source. Even the analysts closest to this market do not agree on the order.
Doubao leads at 382 million monthly users, Qwen sits second at 167 million, DeepSeek third at 130 million. Ask a different tracker and the order can change.
A wall built by regulation, not by accident
The separation between China's AI-answer stack and the Western one is not a side effect of language or preference. ChatGPT has never been officially accessible inside mainland China since its November 2022 launch, and Google Search has been blocked there since 2010. Any generative-AI service operating inside China has to register with, store user data inside, and comply with the content rules of the Cyberspace Administration of China under its 2023 Interim Measures for Generative AI Services.
That is a designed border, and it runs in both directions: it keeps Western engines out of China's answer layer just as effectively as it keeps China's dominant answer layer invisible to most Western brand-visibility tooling, which was built to crawl and monitor ChatGPT, Google's AI Overviews, and Perplexity, not Doubao or ERNIE.
Google has been blocked in China since 2010. ChatGPT has never officially launched there. This is a regulatory border, not a language gap.
What the moderation regime actually changes, and where the evidence stops
The clearest measured effect of China's content rules comes from a peer-reviewed study by Stanford and Princeton researchers, published in PNAS Nexus. Testing Chinese-origin models against non-Chinese models on politically sensitive prompts, the researchers found refusal rates as high as 60.23 percent for one Chinese model against 0 to 2.8 percent for non-Chinese models, along with a higher rate of complete factual inaccuracy on those same sensitive prompts, roughly 8 to 22 percent for China-origin models (DeepSeek came in near the top of that range) versus 6 to 10 percent for non-China models. The researchers frame this as consistent with regulatory compliance rather than a general capability gap, and the numbers are strong enough to support that reading.
What this study does not tell you is what happens on an ordinary commercial question: whether your product gets mentioned accurately, whether your brand name is spelled correctly, whether a competitor is favored. The measured censorship effect documented here sits specifically on politically sensitive topics. Extending it to mean that everyday commercial answers are also being reshaped is a plausible guess, not something this research established.
A different citation substrate, reported but not yet proven
Practitioner sources working in China's answer-engine-optimization space describe a citation hierarchy that looks nothing like the Western one. A guidance piece from the China-market agency KAWO names Zhihu, a long-form question-and-answer platform, Baidu Baike, China's dominant online encyclopedia, and WeChat Public Account articles as the sources Chinese generative engines lean on most heavily, rather than the broad open web that ChatGPT and Google's AI Overviews draw from.
That claim is worth taking seriously and worth tiering carefully: it comes from a single agency source, not from an independently audited crawl of what these engines actually cite, and it is carried here as contested rather than established. If it holds, it means the entire mechanism for becoming citable in China runs through a different set of platforms than the ones most Western content and PR programs are built around, and a strong Western web presence would not automatically transfer.
"Chinese AI" is not one market, and that complicates the picture further
It is tempting to treat China's AI apps as one contained domestic phenomenon. The data does not support that. Of roughly 22 Chinese-developed apps that appeared on a16z's ranking of the top 50 global consumer AI web products, only three, Quark, Doubao, and Kimi, primarily serve the domestic China market. The rest were built by Chinese teams but are used mostly outside China. That breakdown comes from a single industry tracker, not an official census, so it is worth reading as a directional picture rather than a settled count.
Even within that smaller group, the split is uneven. Kimi draws more than 75 percent of its traffic from inside China despite its global ranking, while DeepSeek, the model most associated with China in Western coverage, had its web usage fall more than 40 percent and its mobile usage fall 22 percent from its February 2025 peak by the time a16z's report was published in August 2025. And DeepSeek itself is proof that the domestic-versus-global line can blur fast: it reached number one on both the US Apple App Store and Google Play Store in late January 2025, the same period it was being framed almost entirely as a Chinese domestic story.
DeepSeek hit number one on the US App Store the same month it was being described almost entirely as a domestic Chinese product. The category is messier than the label suggests.
Where AI-assisted shopping actually stands in the data
On the buying side, the strongest available signal is what is missing rather than what is measured. Bain's China Shopper Report 2026, now in its fifteenth consecutive year and covering 27 FMCG categories with Worldpanel by Numerator, is arguably China's most established annual shopper-behavior tracker. It reports e-commerce reaching 38 percent of urban FMCG spending in 2025, accelerating at 6 percent growth. It does not contain a discrete measurement of AI-chatbot-assisted shopping at all.
A separate, single-source marketing claim reports that Xiaohongshu (RED) has become the primary discovery surface for Chinese women aged 18 to 35 in beauty, fashion, and food, with category search volume reportedly overtaking Baidu. That claim is not corroborated by an independent measurement source and is carried at contested tier here. Taken together, the read is that China's own best shopper-behavior research has not yet found AI-chatbot shopping significant enough to track as its own line item, even as usage of the underlying apps climbs into the hundreds of millions.
The central gap this study will not paper over
The seed idea behind this research was sharper than what the evidence supports: that a brand well-cited on ChatGPT or Google's AI answers could be functionally invisible in Chinese consideration sets. Every structural fact needed for that claim to be true is independently verified here: a walled-off audience of hundreds of millions, a separate regulator with real teeth, and, by practitioner report, a different citation substrate. What does not yet exist, in the sources reviewed for this study, is a transparent, independent census of brand-citation rates across DeepSeek, Doubao, ERNIE, Qwen, and Kimi, the kind of study that already exists for Google AI Overviews and ChatGPT citations in Western markets.
That means the core claim of this study is a well-grounded inference, not a measured fact, and it is precisely the kind of gap that gets closed only by someone actually going and measuring it.
The wall is a fact. The audience size is a fact. Whether your brand actually disappears from a Chinese consumer's chat window is something nobody has counted yet.
What this means if China is anywhere in your growth plan
If you sell into China, source from China, compete with China-based brands globally, or simply have customers who increasingly ask AI apps for recommendations before they ask a search engine, the practical takeaway is not to assume your existing AI-visibility work reaches this market, and not to assume it definitely does not. Both are guesses right now. What is provable is that this is a large, fast-growing, differently governed answer layer, reportedly built on different sources too, running in parallel to the one most Western visibility work targets.
The next step is not a bigger claim. It is mapping, specifically for your category and your market, where attention actually sits before deciding where to spend.
The evidence, in numbers
Key findings, dated and sourced
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China had 602 million generative-AI users by the end of December 2025, a 141.7% year-on-year increase, putting nationwide adoption at 42.8% of the population (up 25.2 percentage points year-on-year).
established China Internet Network Information Center (CNNIC), via the State Council English portal, The 57th CNNIC Statistical Report on China's Internet Development (2026-02-05)
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China had 1.125 billion internet users by end of 2025, at 80.1% penetration, the official baseline population China's AI-answer stack serves.
established CNNIC, via the State Council English portal, The 57th CNNIC Statistical Report on China's Internet Development (2026-02-05)
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China's standalone AI-native apps (excluding device-embedded AI features) reached 499 million monthly active users in May 2026, up 85.4% year on year, with unusually high engagement of roughly 92.7 uses and about 183 minutes per user per month.
established QuestMobile 2026 H1 China AI App report, via TechNode (2026-07-14)
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Within that market, ByteDance's Doubao led with 382 million monthly active users, Alibaba's Qwen ranked second at 167 million, and DeepSeek ranked third at 130 million (May 2026).
established QuestMobile 2026 H1 China AI App report, via TechNode (2026-05)
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Baidu's ERNIE Assistant surpassed 200 million monthly active users in January 2026, per Wall Street Journal reporting citing people familiar with the matter (secondhand sourcing, not an independently confirmed primary Baidu filing).
emerging Baidu (ERNIE), reported by the Wall Street Journal, WSJ reporting via Yahoo Finance / Seeking Alpha (2026-01-20)
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On politically sensitive prompts, Chinese-origin language models showed far higher refusal rates (up to 60.23% for one model, versus 0 to 2.8% for non-Chinese models) and higher complete-inaccuracy rates (roughly 8 to 22%, with DeepSeek near the top of that range) than non-China models (6 to 10%), consistent with regulatory compliance rather than a general capability gap.
established Stanford University / Princeton University researchers (Jennifer Pan, Xu Xu), published in PNAS Nexus, Political censorship in large language models originating from China, PNAS Nexus, Vol. 5, Issue 2 (2026-02)
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DeepSeek's app reached number one on both the US Apple App Store and Google Play Store in late January 2025, displacing ChatGPT, demonstrating that at least one Chinese-made model broke out of the domestic-only pattern into global consumer reach. (A widely circulated "10 million downloads within 15 days" figure is not supported by the cited reporting and has been excluded.)
established DeepSeek, reported by TechCrunch, TechCrunch, DeepSeek reaches No. 1 on US Play Store (2025-01-28)
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ChatGPT has never been officially accessible in mainland China since its November 2022 launch, and Google Search has been blocked there since 2010; China's Cyberspace Administration (CAC) requires prior registration, in-country data storage, and censorship-rule compliance for any generative-AI service operating in China under the 2023 Interim Measures for Generative AI Services.
established Cyberspace Administration of China (CAC) / multiple market-access trackers, Multiple corroborating market-access reports (NordVPN, and other trackers) (2026)
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Of roughly 22 Chinese-developed apps that appeared among a16z's top-50 global web AI product rankings, only three (Quark, Doubao, Kimi) primarily serve the domestic China market, meaning most top Chinese AI products by usage are not part of the domestic, walled-off China answer-engine stack at all.
emerging Andreessen Horowitz (a16z), a16z, The Top 100 Gen AI Consumer Apps, 5th Edition (2025-08-27)
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Within the same a16z ranking, Kimi (Moonshot AI) draws more than 75% of its traffic from inside China despite appearing on a global top-50 list, while DeepSeek's own web and mobile usage had declined more than 40% and 22% respectively from its February 2025 peak by the report date, illustrating that domestic-versus-global usage splits vary enormously even within the Chinese-AI category.
emerging a16z, The Top 100 Gen AI Consumer Apps, 5th Edition (2025-08-27)
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Bain & Company's 2026 China Shopper Report (its 15th consecutive annual edition, with Worldpanel by Numerator, covering 27 FMCG categories) shows e-commerce reached 38% of urban FMCG spending in 2025, accelerating to 6% growth in 2024-25, but the report contains no discrete measurement or category for AI-chatbot-assisted shopping at all.
established Bain & Company / Worldpanel by Numerator, China Shopper Report 2026, Volume 1
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GEO/AEO practitioner guidance describes Chinese generative engines as citing from a distinct source hierarchy, Zhihu (long-form Q&A), Baidu Baike (the dominant Chinese encyclopedia), and WeChat Public Account articles, meaning a brand's Western-web content presence does not automatically transfer into Chinese-engine visibility. A single-vendor claim, not independently measured research.
contested China-market GEO/marketing agency, KAWO, How Chinese AI Search for Brands Is Changing (2026)
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Marketing-agency sources report that Xiaohongshu (RED) has become the primary product-discovery surface for Chinese women aged 18-35 in beauty, fashion, and food categories, with search volume in some of those categories reported to have overtaken Baidu, a single-source agency claim not corroborated by an independent measurement source.
contested Marketing/agency blog, Marketing to China, Xiaohongshu as a Search Engine for Brands in 2026
Learning outcomes
What this study teaches
- China's generative-AI user base is large and growing fast by official measure, 602 million users and 42.8% national adoption as of the end of 2025, so it cannot be treated as a niche or fringe channel in any market-attention plan that touches China.
- The separation between China's AI-answer stack and the Western one is regulatory and structural, not incidental: neither ChatGPT nor Google Search has ever operated freely there, and every domestic AI service works under a distinct content-moderation regime.
- The single most attractive claim in this space, that Western AI visibility does or does not transfer to Chinese engines, is not yet backed by an independent measurement. Treat it as a hypothesis worth testing for your specific category, not a settled fact to build a strategy on.
- "Chinese AI" and "China's domestic answer-engine market" are not the same thing. Some of the most visible Chinese-built AI products, DeepSeek among them, draw the bulk of their usage from outside China, which changes what "winning visibility in China" actually requires.
- China's best available shopper-behavior research has not yet found AI-chatbot-assisted shopping significant enough to track as its own category, which is itself useful information for prioritizing where to invest first.
Honest limits
What this does not yet settle
- No independent, methodologically transparent census tracks brand-citation rates across DeepSeek, Doubao, ERNIE, Qwen, and Kimi the way comparable studies now exist for Google AI Overviews or ChatGPT citations in Western markets. The claim that a brand can be well-cited in the West and absent from Chinese AI consideration sets remains a structurally grounded inference, not a directly measured statistic.
- Even basic audience-size ranking is unsettled: different trackers report Doubao, DeepSeek, and Qwen user counts on different bases (monthly versus weekly active users), and figures for the same platforms have been found to vary by a factor of two or more between sources.
- Baidu's own primary investor disclosures on AI-search performance and ERNIE's user count could not be directly retrieved for this study; the ERNIE figure used here traces to secondhand press reporting (Wall Street Journal, via financial media), not a primary company filing.
- No China-specific, chatbot-attributed consumer-behavior dataset was found comparable to the kind that exists for other markets. China's most current and authoritative shopper-behavior tracker, Bain's 2026 China Shopper Report, does not measure AI-chatbot-assisted shopping at all, leaving the buyer-behavior half of this question largely unevidenced.
- Claims about which specific sources (Zhihu, Baidu Baike, WeChat) Chinese engines actually weight, and how much their crawl index overlaps with the broader Chinese web, rest on practitioner reporting rather than published, auditable research. This is a live gap in the public literature, not something specific to this study.
This is a synthesis of dated, attributed evidence, not a census. The AI-answer layer in particular has no independent, Nielsen-grade measurement yet, so readings of it are directional and named as a frontier, never presented as settled.
Straight answers
Frequently asked questions
How many people in China actually use generative AI?
The China Internet Network Information Center reported 602 million generative-AI users by the end of December 2025, a 141.7 percent increase year over year, putting national adoption at 42.8 percent of the population against a base of 1.125 billion internet users. Standalone AI-native apps alone, not counting AI features built into other apps, drew 499 million monthly active users by May 2026 per QuestMobile.
Which AI app has the most users in China?
As of May 2026, QuestMobile reported ByteDance's Doubao leading with 382 million monthly active users, Alibaba's Qwen second at 167 million, and DeepSeek third at 130 million. Baidu's ERNIE Assistant was separately reported by the Wall Street Journal to have crossed 200 million monthly users in January 2026, though that figure traces to secondhand sourcing rather than a confirmed Baidu filing. The study notes this ranking is not settled, since different trackers measure different bases and the same platform's figures have been found to vary by a factor of two or more between sources.
If a brand is well cited on ChatGPT or Google's AI answers, does that mean it is also visible in China's AI apps?
This is not proven either way. The study confirms the structural facts that would support the concern, a walled-off audience, a separate 2023 content-moderation regime, and, by practitioner report, a different citation substrate, but it found no independent, transparent census of brand-citation rates across DeepSeek, Doubao, ERNIE, Qwen, and Kimi comparable to the citation studies that already exist for Google AI Overviews and ChatGPT in Western markets. The study calls this a well-grounded inference, not a measured fact.
Why is China's AI answer layer separate from ChatGPT and Google?
The separation is regulatory, not incidental. ChatGPT has never been officially accessible inside mainland China since its November 2022 launch, and Google Search has been blocked there since 2010. Any generative-AI service operating in China must register with, store data inside, and follow the censorship rules of the Cyberspace Administration of China under its 2023 Interim Measures for Generative AI Services.
Does China's content moderation change how AI apps answer everyday commercial questions, like which brand to buy?
That has not been measured. Stanford and Princeton researchers, publishing in PNAS Nexus, found Chinese-origin models had refusal rates as high as 60.23 percent versus 0 to 2.8 percent for non-Chinese models on politically sensitive prompts, along with higher rates of complete factual inaccuracy on those same prompts. The study is explicit that this effect was measured specifically on politically sensitive topics, not on ordinary product or brand questions, so extending it to commercial answers is a plausible guess rather than an established finding.
Provenance
References
- CNNIC, The 57th Statistical Report on China's Internet Development (via State Council English portal), Feb 5, 2026 https://english.www.gov.cn/archive/statistics/202602/05/content_WS698442cac6d00ca5f9a08edc.html
- QuestMobile, 2026 H1 China AI App report, via TechNode, Jul 14, 2026 https://technode.com/2026/07/14/questmobile-chinas-ai-native-apps-reach-499-million-monthly-active-users/
- Wall Street Journal reporting on Baidu ERNIE, via Yahoo Finance / Seeking Alpha, Jan 20, 2026 https://finance.yahoo.com/news/baidu-shares-climb-ernie-ai-152515850.html
- Jennifer Pan and Xu Xu, Political censorship in large language models originating from China, PNAS Nexus, Vol. 5, Issue 2, Feb 2026 https://academic.oup.com/pnasnexus/article/5/2/pgag013/8487339
- TechCrunch, DeepSeek reaches No. 1 on US Play Store, Jan 28, 2025 https://techcrunch.com/2025/01/28/deepseek-reaches-no-1-on-us-play-store/
- NordVPN, Websites and apps blocked in China, 2026 https://nordvpn.com/blog/blocked-sites-china/
- Andreessen Horowitz (a16z), The Top 100 Gen AI Consumer Apps, 5th Edition, Aug 27, 2025 https://a16z.com/100-gen-ai-apps-5/
- Bain & Company / Worldpanel by Numerator, China Shopper Report 2026, Volume 1 https://www.bain.com/insights/china-shopper-report-2026-volume-1/
- KAWO, How Chinese AI Search for Brands Is Changing, 2026 https://kawo.com/en/blog/ai-search-china-brands-discovery
- Marketing to China, Xiaohongshu as a Search Engine for Brands in 2026 https://marketingtochina.com/xiaohongshu-as-a-search-engine-for-brands-in-2026/
Every measured figure is dated to its capture and tagged with an evidence tier. Every cited work is real and locatable. Where an engine could not be captured this round, it is named as uncaptured, not estimated. Small-sample readings are labelled as directional.