B2B Manufacturing Visibility in AI Search: What the Data Shows and What to Do
Search terms in manufacturing do not look like the ones […]
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.
AI Overviews Have Reached Commercial Terms: What to Do When Your Buying Keywords Get Covered
AI summaries started out eating only “what is” question […]
How to Track ChatGPT Referral Traffic: A Low-Cost Approach
The hardest part of AI referral traffic is not that the […]
How AI Describes Your Brand: A Low-Cost Approach to Sentiment Monitoring
AI mentioning you and AI recommending you are two diffe […]
What Is an SEO Agent? What It Can and Cannot Do for a Foreign-Trade Site
The word “Agent” has been used to the point of exhausti […]
What Is llms.txt: Should You Write Instructions for AI Crawlers
Every so often a new thing appears that you are told yo […]
How to Build an AI Visibility Dashboard Without Buying Expensive Tools
The most common mistake with a dashboard isn’t ha […]
Can AI Search Traffic Attribution Actually Be Done: How Far It Can Go Today
Tianwen SEO Research · AI Search Measurement Notes When […]
7 Real Reasons a Foreign-Trade Website Gets Few Inquiries (Compiled from Practitioners’ Own Words)
Tianwen SEO Research · Compiled from practitioner discu […]
Google Rankings Dropped: What to Check First, in a Calm Order
Tianwen SEO Research · Search Diagnostics Notes When yo […]