How AI search decides which businesses to recommend: 2026 data2026 年 AI 搜索如何决定推荐哪家公司
A sourced summary of the latest research, and what it means for small and mid-size businesses in Canada.最新研究的要点整理，以及对加拿大中小企业意味着什么。
Short answer: AI assistants recommend businesses that other sources already vouch for. Third-party signals — reviews, directory listings, media coverage and community discussion — carry the most weight, followed by clear, specific, well-sourced pages on your own site. Technical files such as llms.txt and extra schema markup have shown little direct effect on citations.
简短回答：AI 助手推荐的，是已经被其他来源认可的企业。第三方信号——评价、目录收录、媒体报道和社区讨论——权重最大；其次是自己网站上清晰、具体、有出处的页面。llms.txt 和额外的 Schema 标记等技术文件，对引用次数的直接影响很小。
1. Clicks are moving into AI answers1. 点击正在流向 AI 答案
- When a Google AI Overview appears, the top-ranking page gets about 58% fewer clicks (Ahrefs, 300,000 keywords, February 2026). Source出现 Google AI 概览时，排名第一的页面点击率下降约 58%（Ahrefs，30 万关键词，2026 年 2 月）。来源
- Pages cited inside an AI Overview earn about 2.1% click-through versus about 0.9% for uncited pages, and about 95% of comparison searches now show an AI Overview (Seer Interactive). Source被 AI 概览引用的页面点击率约 2.1%，未被引用的约 0.9%；约 95% 的比较类搜索会出现 AI 概览（Seer Interactive）。来源
- 45% of consumers used ChatGPT or other AI tools to find local businesses in 2026, up from 6% a year earlier (BrightLocal). Source2026 年有 45% 的消费者用 ChatGPT 等 AI 工具寻找本地商家，一年前只有 6%（BrightLocal）。来源
2. Each AI engine cites differently2. 每个 AI 引擎的引用方式都不同
| Engine引擎 | Average sources cited per answer每个回答平均引用来源数 |
|---|---|
| ChatGPT | 6.88 |
| Google AI Overview / Gemini | 12.06 |
| Perplexity | 16.35 |
Figures from a 2026 study of 602 prompts and 21,143 citations. Source The overlap in cited domains between any two engines was at most 17% in another study, so visibility must be earned on each one. Source
数据来自 2026 年一项覆盖 602 个提示、21,143 个引用的研究。来源 另一项研究发现，任意两个引擎引用域名的重合度最高只有 17%，因此需要在每个引擎上分别争取曝光。来源
3. AI trusts third-party evidence3. AI 更相信第三方证据
- Wikipedia and Reddit each account for roughly 12–13% of ChatGPT citations; LinkedIn and YouTube are also in the top ten. SourceWikipedia 和 Reddit 各占 ChatGPT 引用的约 12–13%，LinkedIn 和 YouTube 也在前十。来源
- For agency recommendations, Clutch appears in about 84.5% of AI citations. Source在推荐代理公司时，约 84.5% 的 AI 引用中出现了 Clutch。来源
- Local businesses recommended by both ChatGPT and Perplexity averaged 133 Google reviews; businesses invisible to AI averaged 11. Source同时被 ChatGPT 和 Perplexity 推荐的本地商家平均有 133 条 Google 评价，未被 AI 推荐的平均只有 11 条。来源
- ChatGPT recommends only about 1.2% of local business locations (SOCi, 350,000+ locations). SourceChatGPT 只推荐约 1.2% 的本地商家门店（SOCi，35 万多个门店）。来源
4. What works on your own website4. 自己网站上什么有效
- Adding statistics, citing reliable sources and quoting experts raised visibility in generative engines by up to 40% in the original GEO study (KDD 2024). Source在最初的 GEO 研究（KDD 2024）中，加入统计数据、引用可靠来源和专家引述，可使生成式引擎中的可见度最多提升 40%。来源
- Pages with 19 or more data points averaged 5.4 ChatGPT citations versus 2.8 for data-light pages (SE Ranking, 129,000 domains). Source包含 19 个以上数据点的页面平均获得 5.4 次 ChatGPT 引用，数据少的页面为 2.8 次（SE Ranking，12.9 万个域名）。来源
- Comparison content made up 32.5% of citations across 4,100 B2B queries. Source在 4,100 个 B2B 查询中，对比类内容占引用的 32.5%。来源
5. What has not shown a clear effect5. 哪些做法效果不明显
- Adding schema markup to 1,885 already-cited pages barely changed AI citations (Ahrefs, May 2026); schema still helps search engines understand a page. Source给 1,885 个已被引用的页面添加 Schema 后，AI 引用几乎没有变化（Ahrefs，2026 年 5 月）；不过 Schema 仍有助于搜索引擎理解页面。来源
- 97% of llms.txt files received no requests in a month across 137,000 domains, and Google says its AI features do not need them. Source在 13.7 万个域名中，97% 的 llms.txt 一个月内没有被请求过；Google 也表示其 AI 功能不需要它。来源
- Google’s May 2026 guidance warns against seeking inauthentic mentions and says optimizing for AI features is still SEO. SourceGoogle 2026 年 5 月发布的指南提醒不要制造虚假提及，并指出针对 AI 功能的优化本质上仍是 SEO。来源
6. A checklist for small businesses6. 中小企业清单
- Verify Google Search Console and Bing Webmaster Tools; ChatGPT search relies on a third-party search index, widely reported to be Bing.验证 Google Search Console 和 Bing Webmaster Tools；ChatGPT 搜索依赖第三方搜索索引，业内普遍认为是 Bing。
- Complete your Google Business Profile and ask every happy customer for a review.完善 Google 商家资料，请每位满意的客户留下评价。
- Keep your name, address, phone, services and prices identical everywhere.让公司名、地址、电话、服务和价格在各处完全一致。
- List your business on the two or three directories AI cites for your industry.在 AI 最常引用的两三个行业目录中建立资料。
- Open key pages with a one-sentence answer, then support it with numbers and named sources.重要页面开头用一句话给出答案，再用数字和具名来源支撑。
- Publish case studies with real results and honest comparison guides.发布带真实成果的案例和客观的对比指南。
- Test the same buyer questions in each AI engine every month and track the trend.每月在各个 AI 引擎里测试同一组客户问题，跟踪变化趋势。
Published November 13, 2026 by the Allway Media Design team. Figures come from third-party studies linked above; several are vendor research and should be read as directional.Allway Media Design 团队，2026 年 11 月 13 日发布。文中数据来自上方链接的第三方研究，其中部分为服务商自有研究，请视为方向性参考。