Insights on AI search and AI adoption
Long-form decision pieces on AI search visibility, GEO pricing, measurement and enterprise AI adoption. They take a position and carry a date.
What is AI poisoning? The GEO grey market exposed on China's 3·15 consumer show
AI poisoning floods the web with fake articles so AI assistants cite them. What China's 2026 3·15 show exposed, how it differs from real GEO, and how to vet an agency.
Can you trust AI product recommendations? How ChatGPT and other assistants pick brands
AI recommendations are answers built from training data and live search, not reviews or rankings. How they're made, how to check one, and what 'AI recommended' ads mean.
How to do a competitor analysis: method, comparison areas and template
Start from the decision, pick three to five real rivals, compare customers, product, price, channels, content and AI visibility — with a source and date in every cell.
B2B export lead generation channels: trade shows, B2B marketplaces, SEO and AI search
Five export lead channels compared — trade shows, B2B marketplaces, SEO, AI search and outbound — and how to pick one or two by deal size, buying cycle and buyer habits.
Can you trust GEO agency rankings? How to read a 'top 10 GEO companies' list
Most GEO and AI SEO agency rankings are published by companies on the list, with no method, sample or date. Five questions to ask, and a better way to compare agencies.
Private LLM deployment: when you need it, how to choose, what to prepare
Private LLM deployment keeps models, knowledge and agents in an environment you control. When it pays off, how it compares with hosted APIs, and five decisions first.
How much does AI agent development cost? Scope, timeline and acceptance
AI agent development cost depends on data, integrations, permissions, evaluation and operations. Define one acceptable task first, then estimate time and cost.
Doubao, Yuanbao, Kimi and DeepSeek: how to test brand visibility on each
Test brand visibility on Doubao, Yuanbao, Kimi and DeepSeek separately, by entry point, web-search state, question set and citations, before judging any platform.
Your brand is invisible in AI answers: what to do first
Start with a baseline test, not content: find out whether you weren't retrieved, were retrieved but not used, or were displaced by a same-name company.
How to get ChatGPT to recommend your brand: check visibility and citations first
No switch guarantees ChatGPT recommends your brand. Fix the questions, mode, region and date, check citations and facts, then improve public content.
Building an enterprise AI knowledge base: steps and a RAG acceptance checklist
Build an enterprise AI knowledge base by settling sources, versions and permissions before testing retrieval and answers. Includes a RAG acceptance checklist.
Corporate AI training: what to teach, what it costs, and a buying checklist
Pick corporate AI training by job task, then price it by headcount, hours, custom materials and follow-up support. Includes an intake checklist and acceptance tests.
GEO for pharma: where the compliance lines are
In pharma, GEO can only make AI describe your company, pipeline and public data accurately. Efficacy claims, indications and testimonials are off-limits.
GEO pricing: how to read a quote, scope by scope
Price GEO by splitting diagnosis, implementation and retesting, then compare quotes on brand scope, questions, platforms, pages and deliverables, not article counts.
How long GEO takes to work — and when it won't work at all
Web-search answers usually change within weeks; model memory waits for new versions. Name ambiguity, no verifiable facts or buyers who skip AI mean it won't work.
How to choose a GEO vendor: deliverables, evidence and an acceptance checklist
To compare GEO vendors, decide whether you need tools, execution or consulting, then check question sets, raw evidence, page scope and who owns retesting.
How to measure GEO: mentions, citations and inquiries
Measure GEO by fixing platform, question sample, timing and denominator, then log mentions, citations, clicks and inquiries separately. Formulas and a blank log inside.
Lead generation for manufacturing exporters: from buyer questions to qualified inquiries
For manufacturing exporters: pick one product, market and buyer role, then add specs, application evidence and inquiry handling. With buyer questions and an inquiry log.
How to write a market research report: template, evidence log and worked example
Build a market research report around the decision it supports, with a section template, evidence log and example wording, plus what AI research can and can't do.
GEO in practice: how it works, the steps, and its limits
GEO is the work of getting AI answers to understand, mention and cite your brand accurately. How it relates to SEO, the five steps, and what it can't promise.
Looking for an agency rather than a definition? See Moments, the AI SEO agency.