GEO Insights

Playbooks, case studies and thinking on Generative Engine Optimization.

AI Now Places the Order for You: A Deep Dive into Agentic Commerce and the Next Decade of Brand E-commerce
· 10 min read

AI Now Places the Order for You: A Deep Dive into Agentic Commerce and the Next Decade of Brand E-commerce

Cross-border Riven breaks down Agentic Commerce — as AI shifts shopping from "people browsing stores" to "agents buying for you," it rewrites the rules for brand e-commerce and going global. How products get ingested, aggregated and purchased by AI, the split between the ACP/UCP open ecosystem and Amazon's Rufus walled garden, and new playbook metrics like Share-of-Card and DTC capture rate.

#Agentic Commerce#AI Shopping#Brand E-commerce
Anker Lists in Hong Kong: How an "Accessory King" Is Fighting Its Way Into the AI Era — and What Cross-Border Brands Should Learn
· 8 min read

Anker Lists in Hong Kong: How an "Accessory King" Is Fighting Its Way Into the AI Era — and What Cross-Border Brands Should Learn

On the day Anker Innovations completes its A+H dual listing, Riven unpacks what this "playbook of Chinese DTC globalization" got right — RMB 30.5B revenue in 2025, 9.48% R&D intensity, Amazon share deliberately cut to 52%, the Anker/eufy/soundcore brand matrix, and its pivot from accessory king to edge-AI and embodied intelligence. Plus a GEO-lens take on AI-era brand marketing and 6 takeaways for cross-border brands and agencies.

#GEO#DTC Globalization#Anker
Who Wins the E-Bike Category Inside AI Answers? We Scraped the Whole Track with GEOly
· 4 min read

Who Wins the E-Bike Category Inside AI Answers? We Scraped the Whole Track with GEOly

Riven and GEOly AI decode the e-bike category's AI landscape from GEOly industry data — 14 sub-categories / 115 topics / 1.65M monthly AI queries, GEO leader Lectric, median price $1,221 (70% under $1,500), Reddit as the 99%-direct citation base, and Lectric topping both the GEO and GEM ad leaderboards. With 5 first-party data charts.

#GEO#GEM#E-Bike
Where Do AI Shopping Cards Get Their Product Data? ChatGPT vs Google AI Mode
· 6 min read

Where Do AI Shopping Cards Get Their Product Data? ChatGPT vs Google AI Mode

GEOly AI analyzes millions of ChatGPT shopping cards and tens of thousands of Google AI Mode cards at the link level to trace where AI "product cards" (title/price/rating/buy link) actually pull their data — Google reads its own Shopping Graph (entry = Merchant Center), while ChatGPT has no single entry, reusing merchants' existing feed ecosystem and stamping utm_source=chatgpt.com.

#AI Shopping#Agentic Commerce#ChatGPT
AI Recommends You, But the Sale Lands Elsewhere: AI Shopping-Card Leakage and the Underestimated Value of GEO
· 7 min read

AI Recommends You, But the Sale Lands Elsewhere: AI Shopping-Card Leakage and the Underestimated Value of GEO

GEOly AI analyzes 1.6M ChatGPT shopping cards + 3.07M in-card offers — brand official stores hold just 1.9% of the AI shelf, and per-brand capture is only 11% for Ring, 27% for Anker, 32% for eufy; 35–90% of a brand's cards are intercepted by Walmart/Best Buy/eBay/resellers, while Amazon has 0 cards on the ChatGPT shelf. That means unattributable GEO-driven revenue is badly underestimated — and here's how to win it back.

#AI Shopping#Agentic Commerce#GEO Attribution
跨境男孩 Riven(高瑞文)演讲现场 · How Do You Actually Run ChatGPT Ads? We Distilled 137K AI Answers Into One SOP — Start by Seeing the "Two Shelves" (GEOly AI Playbook)
· 12 min read

How Do You Actually Run ChatGPT Ads? We Distilled 137K AI Answers Into One SOP — Start by Seeing the "Two Shelves" (GEOly AI Playbook)

Riven and GEOly AI turn ChatGPT ads from "understood" into "executable." Based on monitoring 136,999 ChatGPT answers, 5,479 ad samples and 521 advertisers (US, GPT-5.5). The master key — ChatGPT has two shelves (Research mode vs Recall mode) and ads only sell on one of them — plus a 6-stage playbook, keyword priority (X vs Y ad rate 22.2%), creative rules to fight "last-slot insertion," and a first-mover window where 84% of ad topics have just one advertiser.

#ChatGPT Ads#GEO#Agentic Commerce
The Agentic Revenue Loop: I Decoded momcozy's agents.md and Shop's SKILL.md — the 5 Gates Every Ecommerce Brand Must Win in the AI-Agent Era
· 8 min read

The Agentic Revenue Loop: I Decoded momcozy's agents.md and Shop's SKILL.md — the 5 Gates Every Ecommerce Brand Must Win in the AI-Agent Era

Riven decodes three live agentic assets field by field — momcozy.com/agents.md, shop.app/SKILL.md, and a real Shop agent search response — to derive the 5-gate Agentic revenue model (Discoverable → Recommended → Added-to-cart → Checked-out → Reordered), three-track attribution, and what ecommerce brands must do now.

#Agentic Commerce#GEO#Shopify
Shopify Editions Spring 2026, Decoded: Behind 150+ Updates, Only One Storyline Matters for Global Ecommerce Brands
· 11 min read

Shopify Editions Spring 2026, Decoded: Behind 150+ Updates, Only One Storyline Matters for Global Ecommerce Brands

Riven breaks down Shopify Spring 2026 Edition — what "Commerce Everywhere" really means, how agentic commerce moves your products into ChatGPT and Copilot, the Catalog API and Universal Commerce Protocol, Sidekick and Campaign Autopilot, Managed Markets expansion, Shop Pay everywhere, plus five takeaways and an action checklist for global ecommerce brands.

#Shopify#Agentic Commerce#GEO