AI 搜尋與 GEO
在 ChatGPT、Google AI Overviews、Perplexity 與 Gemini 裡被提及、被引用、被推薦。
12 · 這個主題下我們發佈過的全部文章，按時間倒序。
2026-10-31 Shopify GEO Strategy After Fall '26: Ranking to Being Called
Ecommerce visibility now has three levels, not two: being indexed, being cited, and being callable. They stack rather than replace each other, their failure modes are completely different, and only one of them is a switch. Here is how to structure a GEO programme for a Shopify brand accordingly.
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2026-10-31 Promoted Placement: Paid Rank Inside AI Shopping Answers
Shopify's cross-store catalogue now blends paid placements into the ranked organic results an AI agent sees, with a commission attached and mandatory disclosure. This is the moment agentic commerce gets an advertising layer — and the line between paid and organic is blurry by design.
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2026-10-31 How to Sell on ChatGPT with Shopify: Setup and Real Limits
Getting your Shopify products into AI assistant conversations is mostly a qualification exercise, not an integration project. Here are the eligibility gates, what the setup actually involves, and the five constraints that decide whether an agent recommends you or skips you.
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2026-10-31 Shopify Agentic Knowledge Base: Facts AI Agents Will Quote
For the first time, Shopify merchants have a sanctioned place to put their own wording in front of AI agents. The knowledge base is a reviewed fact library covering policies and FAQs — and one of its outlets is already live, even though the protocol capability it was built for is still a draft.
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2026-10-31 agents.md and llms.txt on Shopify: Why Yours Will Not Count
Writing an llms.txt has become a standard GEO deliverable. On Shopify it is largely a non-task: the platform already publishes one, it is a mirror of agents.md, and you cannot edit it. Here is what those files actually contain, and which levers do move.
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2026-10-31 Agentic Commerce vs Traditional Ecommerce: What Changes
In traditional ecommerce the buyer navigates your funnel. In agentic commerce an AI agent does, and most of your funnel is invisible to it. Here is a side-by-side of what changes — ranking, merchandising, creative, measurement — and what genuinely stays the same.
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2026-10-25 榜單 最佳AEO代理商（2027年）
我們從結構化數據深度、答案優先的內容技巧、引用衡量與報價透明度四方面，為Answer Engine Optimization（AEO）代理商排名。
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2026-10-25 榜單 最佳Shopify SEO代理商（2027年）
哪些Shopify SEO代理商真正能動手修改程式碼——我們從電商往績、技術深度、衡量誠信與AI搜尋準備度四方面排名。
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2026-10-25 榜單 最佳GEO代理商（2027年）
一份標準先行的Generative Engine Optimization（GEO）代理商排名——誰能妥善衡量AI引用、誰公開了真實的方法論、以及哪種品牌適合哪家代理商。
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2026-10-25 榜單 最佳Shopify GEO代理商（2027年）
哪些代理商真正為Shopify品牌執行Generative Engine Optimization（GEO）——我們從衡量方式、電商方法論、技術深度與報價透明度四方面評估。
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2026-10-25 AEO vs GEO vs SEO: What Is Actually Different (2027)
Three acronyms, heavily overlapping work, and a lot of agency marketing muddying the difference. Here is the honest breakdown: what each one optimizes for, where the work is identical, and how to budget across all three.
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2026-10-25 What Is Answer Engine Optimization (AEO)? A 2027 Guide for Ecommerce Brands
Answer Engine Optimization (AEO) is the work of making your brand extractable, trustworthy and citable by AI answer engines. Here is what it actually involves, how it differs from SEO and GEO, and the order to do it in.
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