How to Calculate AI Search ROI: A Bookkeeping Method from Citation to Inquiry
AI search is hard to measure not because we are lazy, b […]
谷歌SEO教程 — Tianwen SEO Research
First-hand research on Google SEO and GEO, measured on real Chinese B2B export sites. Every study states its method, sample and limits so you can reproduce or challenge it.
Recent studies first, then the tutorial entry points. Each study is reproducible: method, sample size and limits are stated in the article.
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How to do keyword research: A process for B2B Export Products keywords, search intent, and page mappingHow to do Keyword Mapping: A guide to B2B Export Keyword mapping, page intent, and resolving internal inefficienciesHow to Write AI-Citation-Friendly Content: Page Evidence, Structured Data, and an Acceptance Checklist
Latest research
Ongoing work on keyword mapping, technical SEO, GEO visibility and AI citation structure.
How to Compete in the Zero-Click Era: What Zero-Click Marketing Means for Foreign-Trade Sites
Search is becoming “answers,” not a “directory.” With f […]
83.9% of Google’s Forum Results Are Reddit: How Exporters Can Use It
Reddit is not the exporter’s battlefield, but it […]
A 331,000-Page Study: Google Punishes Bad Content, Not AI Content
Many people use this conclusion as a shield, saying  […]
Why Self-Promotional Content Backfires with AI: A Lesson from One Experiment
“We are experienced, and our quality is reliable& […]
AI Chatbots Talked 57.5% of Buyers Out of Buying: What Exporters Need to Know
Before buyers contact you, they have already gone and a […]
How to choose an AI search visibility service team: Checklist for B2B Export Businesses to assess the capabilities of GEO Agency Partners
When a foreign-trade company chooses an AI search visib […]
Check SERP Intent Before Choosing Keywords: High Volume Alone Can Still Be Wasted Work
Tianwen SEO Research · Topic Selection Method Notes Tak […]
How Method Pages and Experiment Pages Split the Work: One Hard Rule for Content Architecture
Tianwen SEO Research · Content Method Notes When a sing […]
AI Measurement Protocol: Mentions, Shortlists, Citations, Clicks, and Inquiries — How to Count Five Layers Separately
Tianwen SEO Research · Research Notes by Liu Yu An AI m […]