GEO BLOG
Turn AI search visibilityinto a growth advantage
From ChatGPT and Perplexity to Google AI Overviews, AI engines are redistributing attention. These are field notes from work we have tested, measured, and refined with real teams.
ConsiderationPutting GEO to Work
GEO Strategy of the Law/Fustoms Institute: How does it write to AI?
The biggest obstacle to the GEO business is not a lack of expertise, but that it's written as "AI" that can't read -- this one tells you how to fix it.
ConsiderationPutting GEO to Work
Product page GEO Advantage: feed key facts to AI Shopping Agency with structural data
When users switch to AI to look for products, whether they can be detached by agents, correctly quoted prices and points, determines your visibility on this new route.
ImplementationVisibility Measurement
AI refers to a 30 set of gold hints for tracking: how to design, how to run a round
The same brand, another set of hints to AI, may never be mentioned as the first recommended. It's a matter of calibration, of visibility, of measurement, of gaps.
ImplementationGEO Content Engine
Update date and version mark: Let AI engine confirm your content is up to date
You changed the content and didn't tell the machine. Updates date and version labels are matched so that the AI engine returns you as a credible and quoted source.
AwarenessGEO & AEO Foundations
AI search terms quick check: SGE, AI Overviews, citations, entities understood at once
Break down the most commonly used AI search terms such as SGE, AI Overviews, GEO, AEO, entities, references, etc. into two easy-to-understand layers at once.
ImplementationTechnical AEO
llms.txt Complete practical teaching: syntax, placement and AI crawler reading principles
llms.txt will not automatically get you referenced by the AI. It is a Markdown map placed in the root directory of the domain. This article breaks down the syntax, placement and AI crawler reading principles.
AwarenessPutting GEO to Work
I'm here at the buyer's time: How do foreign buyers use ChatGPT to get a supply from Taiwan? Business
The discovery phase of the acquisition has been moved from the Google search box to the AI dialog; if your factory is not on the list given by AI, there is no chance of being asked for a price.
DecisionVisibility Measurement
Competition AI Share of Voice Analysis: Do yourself, or give it to Brand Radar?
I'd like to know who AI recommends in your class and can do it for the first time on your own; but depending on the trend, it's almost certain that it will collapse. This article breaks the line between what it does and what it delivers.
AwarenessGEO & AEO Foundations
What are Embeddings? Why it determines whether your content can be found by AI
If AI cannot cite your content, it’s probably not because it’s not ranked high enough, but because your text is too far away from readers in the vector space.
ImplementationTechnical AEO
Accessibility markup (ARIA) and AI readability: Set once, serve both screen readers and AI agents
The ARIA markup you write for accessibility is actually the cleanest source code fed to the AI engine - the same setting, both sides benefit.
ConsiderationVisibility Measurement
AI can see how to capture the surveillance frequency?
Monitor the frequency of AI's visibility, not ask how often it's most reassuring, but what you're going to do when you see it -- core weeks, strategy monthly, presentation periods only happen every day.
ConsiderationVisibility Measurement
Manual query vs. Automaticized monitoring: Which AI-referenced tracking method should be used by small and medium-sized enterprises
The same question asked AI three times, probably three answers, and a manual spot-check would lie to you; automaticized surveillance is based on the occurrence rate of duplicate samples.
ImplementationTechnical AEO
Implementation of Pillar Pages and Cluster Pages: How to frame the Traditional Chinese content center so that it can be extracted by the AI engine
Pillar-cluster is not an internal linking game that injects weight, but cuts the topic into pages that can be cleanly extracted by the AI engine and refer to each other; this article provides an executable construction sequence for the Traditional Chinese content center.
ImplementationTechnical AEO
XML Sitemap advanced settings: lastmod, priority and AI crawler indexing efficiency
The only thing in the sitemap that really affects the AI crawler is lastmod, and priority has long been ignored. This article teaches you how to set it into a change list that the crawler is willing to accept.
ImplementationAI Platform Visibility
From the selected summary to AI overview: winning many references with passage ranger paragraph ranking
AI's summary score is a paragraph, not a whole page. Splits the content into separate extracts using passage ranking, allowing the same article to be quoted several times in an AI answer.
ConsiderationVisibility Measurement
AI Visible Performance Matrix Template: Replace the reference rate with the NT$ commercial formula
The citation rate is reported separately to the supervisor without weight. Using six columns and a formula to convert the AI reference rate to a readable NT$ commercial.
ImplementationTechnical AEO
Provide Markdown version content to AI: /md endpoint and implementation of plain text backup
Instead of perfecting the HTML semantic markup and betting on the model to guess the correct layout, it is better to directly give AI a clean Markdown clone.
ConsiderationGEO Content Engine
What's the original data survey doing? Source
AI does not quote your adjectives, only your numbers. An honest original survey can make you a long-term source of reference for models.
AwarenessVisibility Measurement
Perplexity Multiplies Source Annual Survey: How much does news, wikis and brand name networks account for?
In a plethora of responses, news, wikis and branding officials arranged more than half of the references, and you can control the network directly, often the smallest.
ConsiderationTechnical AEO
After Google withdraws FAQ compound search results, is FAQPage markup still worth doing?
The search page exchanged for FAQPage tags has been reduced to zero, but by writing the answers in a shape that can be cleanly extracted by AI, the value has risen to the highest level on the contrary.
ConsiderationVisibility Measurement
Select 9 evaluation criteria for the AI Visibility Tool (with list of selected)
Don't rush to watch the roll. Before selecting the AI Visibility Tool, make sure that it is quoted or referred to -- these nine criteria help you to avoid a vase that only numbers and no action.
ImplementationGEO Content Engine
Convert the old blog to AI Quoted Source: Paragraph Reset Back Photo
Old language is not worthless, it can't come out. Reconstruct the paragraph so that the existing article is given a clean quote by AI, and write a new article on the weight is more efficient.
ImplementationTechnical AEO
Inject JSON-LD into Next.js App Router: Use Server Component to implement structured data
Most of the JSON-LD stuffed with useEffect or GTM will not be seen by AI crawlers. Move it to the Server Component and the structured data will actually go into the original HTML being referenced.
AwarenessVisibility Measurement
Marketing director has to read: "Ai can see how to rewrite the B2B performance indicator in 2026
Natural flow is not lost, it doesn't mean demand is unchanged. When the buyer changes AI, your position in the answer is the 2026 marketing director's real target.
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