THE WININ JOURNAL
Useful answers for
every buying question.
Understand AI recommendations, diagnose gaps, build useful content and decide your next step with evidence.
EXPLORE BY QUESTION
Start with the problem you need to solve
Understanding GEO
Where should we look when AI omits our brand?
Understand brand absence and the different roles of GEO, SEO and AEO.
Explore topic ↗Monitoring & Diagnosis
Has the recommendation rate really changed?
Turn isolated answers into a baseline, separating mentions, recommendations, citations and change.
Explore topic ↗Content & Evidence
Which website content should we improve first?
Build clear product facts and useful topic coverage with sources readers can check.
Explore topic ↗Platforms & Industries
Are Chinese and English answers directly comparable?
Plan by model interface, language and buying situation rather than assumed platform preferences.
Explore topic ↗Buying & Acceptance
Is a monitoring tool enough?
Define the problem before comparing scope, cost drivers and acceptance evidence.
Explore topic ↗Research & Method
How should we report no measurable improvement?
Learn how to design a study, explain uncertainty and judge supporting evidence.
Explore topic ↗Choose a reading path
Start with the problem
Prepare useful content
Evaluate a service
PRACTICAL GUIDES
Turn a question into practical action
Why your brand is missing from AI answers: start from the customer question
Buyers shopping for GEO usually do not start by asking "should we do GEO?". They start with a concrete question: when a customer asks AI, am I in the
Read article ↗Monitoring & DiagnosisHow to monitor AI recommendations: from question set to comparable retest
Same-conditions retest means measuring again with the same questions under the same conditions, so that before and after can be compared, while statin
Read article ↗Content & EvidenceHow to build brand fact pages: from conflicting information to verifiable facts
When prices, features or service terms conflict across pages, buyers struggle to identify the current version. A fact page gives important information
Read article ↗Platforms & IndustriesGEO across Chinese AI platforms: interfaces, language and buying context
Start cross-model monitoring with the buyer’s situation: which interface, language and constraints shape the question? Record those differences before
Read article ↗Buying & AcceptanceHow to choose GEO tools and services: requirements, deliverables and acceptance
Choose GEO tools or services by defining the problem: observing brand visibility, checking factual errors, improving content or evaluating a change. T
Read article ↗Research & MethodHow to evaluate GEO content changes: metrics, samples and evidence
Brand visibility in AI answers may change after content is published. Interpreting a change requires original answers, comparable conditions, explicit
Read article ↗