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.
Putting GEO to Work
GEO for Law and Accounting Firms: Write Expert Content AI Can Read
Professional-services firms usually have the expertise. The problem is packaging it in a form AI can read, attribute, and cite.
Putting GEO to Work
Product Page GEO: Feed AI Shopping Agents Key Facts with Structured Data
When buyers use AI to find products, visibility depends on whether an agent can extract the right fields and quote prices and ratings accurately.
Visibility Measurement
30 Prompt Templates for Tracking AI Mentions: Design and Run a Reliable Test Set
The same brand, another set of prompts to AI, may never be mentioned as the first recommended. It's a matter of calibration, of visibility, of measurement, of gaps.
GEO 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.
GEO & AEO Foundations
AI Search Terms: A Quick Reference for SGE, AI Overviews, Citations, and Entities
Organize common terms such as SGE, AI Overviews, GEO, AEO, entities, and citations into two layers that are easy to compare.
Technical AEO
llms.txt Implementation Guide: Syntax, Placement, and Crawler Behavior
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.
Putting GEO to Work
How Overseas Buyers Use ChatGPT to Find Taiwan Suppliers
Supplier discovery is moving from the Google search box to the AI chat window. If a factory is absent from the generated shortlist, it may never receive the request for quotation.
Visibility Measurement
Competitor AI Share of Voice: DIY Analysis or Brand Radar?
Run the first competitor recommendation test yourself. Use a monitoring tool when you need repeatable trends across prompts and engines.
GEO & 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.
Technical AEO
ARIA and AI Readability: One Accessibility Layer for Screen Readers and 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.
Visibility Measurement
How Often Should You Monitor AI Visibility? Daily, Weekly, and Monthly Cadences
Monitor core prompts weekly and strategy monthly; reserve daily checks for launches and incidents. The right cadence depends on what you will do with the result.
Visibility Measurement
Manual Queries vs Automated Monitoring: AI Citation Tracking for Small and Midsize Companies
Ask the same AI question three times and you may receive three answers. Automated monitoring measures repeated samples instead of mistaking one check for a trend.
Technical AEO
Pillar and Cluster Pages: Build a Traditional Chinese Content Center for AI Retrieval
A pillar-cluster model divides a topic into focused, mutually supporting pages that AI engines can extract and trace through a clear construction sequence.
Technical AEO
Advanced XML Sitemaps: lastmod, priority, and AI Crawler Efficiency
lastmod is the sitemap field AI crawlers can use to detect changes; priority is generally ignored. Configure it as an honest update signal.
AI Platform Visibility
From Featured Snippets to AI Overviews: Passage Ranking and Citation Strategy
AI Overviews score passages rather than entire pages. Use passage ranking to structure content as independently extractable passages, allowing the same article to be cited multiple times in one AI answer.
Visibility Measurement
AI Visibility Dashboard Template: Convert Citation Rate into NT$ Pipeline
The citation rate is reported separately to the supervisor without weight. Using six columns and a formula to convert the AI citation rate to a readable NT$ commercial.
Technical AEO
Markdown Endpoints for AI: Add an /md Plain-Text Version
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.
GEO Content Engine
How Original Research Becomes a Durable AI Citation Source
AI cannot cite an adjective as evidence. A transparent original study can make your brand a recurring source for the models.
Visibility Measurement
Annual Study of Perplexity's Traditional Chinese Sources: News, Wikipedia, and Brand Websites
News, Wikipedia, and official sites account for most citations in our Traditional Chinese Perplexity sample, while the source a brand controls directly is the smallest of the three.
Technical AEO
Is FAQPage Markup Still Worth Using After Google Reduced FAQ Rich Results?
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.
Visibility Measurement
9 Criteria for Choosing an AI Visibility Tool, with a Selection Checklist
Before buying an AI visibility tool, verify what it measures and whether the data leads to action. These nine criteria expose polished but shallow dashboards.
GEO Content Engine
Turn an Existing Blog Post into an AI Citation Source: Before and After
Older content may still be valuable but hard to extract. Restructure the passages and preserve the page's accumulated search authority.
Technical 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.
Visibility Measurement
How AI Visibility Will Rewrite B2B Performance Metrics in 2026
Stable organic traffic does not prove demand behavior is unchanged. In 2026, marketing leaders also need to know where the brand appears inside AI answers.
READY WHEN YOU ARE
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