Fixed Test Sets
Select 30–50 business questions from sales, customer service, Search Console, keyword tools, and customer interviews, and group them by intent.
AI VISIBILITY MEASUREMENT
Results for GEO must be continuously observable, not based on intuition.
Answers to AI vary with platform, region, time, device, and context. Reliable monitoring requires a fixed set of high-value questions, natural paraphrasing, repeated testing, and unified logging, while separating technical availability, SEO, AI visibility, and business results.
- Applicable To
- Teams that need to verify if GEO has improved search visibility, AI citations, and qualified inquiries.
- Primary Intent
- Establish a measurable GEO system that is repeatable, explainable, and connected to business results
DECISION QUESTIONS
What Decision Questions Does This Topic Need to Answer?
Each section first answers the question, then provides evidence, conditions, limitations, and next steps.
Four-Layer Metrics
Observe crawling and raw HTML, non-branded searches, AI mentions and link citations, inquiries, and assisted conversions separately.
Testing Scope
Record platform, region, language, device, login status, date, and referring source, and test the same topic repeatedly.
Experiment Review
Change one category of variables per round, re-test after crawling, and distinguish between observations, inferred correlations, and unproven aspects.
DELIVERABLES
Assets that can be accumulated in the first round
The actual scope is based on core products, completeness of information, target markets, and existing site foundation.
- Fixed Problem Sets and Rewriting Test Sets
- SEO/GEO/Business Metric Definition
- Brand and Competitor Baseline
- Monthly Trends and Citation Details
- Next Round of Hypotheses and Action Recommendations
Reference Primary SourcesGoogle Search Console Generative AI ReportBing Webmaster GuidelinesPage Substantive Update: 2026-08-28
AI VISIBILITY AUDIT
First, select a core product and identify the most critical direction for initiation.
Submit your official website and main products; we will first assess brand entity, product coverage, technical evidence, competitive citations, search foundation, and inquiry links before discussing suitability for the 90-day launch path.
- Are the brand and product easy to understand?
- Are Key Purchasing Questions Answered
- Are Trust Evidence and Inquiry Paths Complete
- Top GEO Topics to Pursue in the First Round
Better Suited For
Industrial enterprises with clear products, target markets, and genuine technical documentation, seeking to continuously build natural search and AI visibility.
Not Suitable YetRequests for short-term ranking guarantees, bulk generation of generic content, fabricated customer testimonials, or projects that cannot provide any product facts.
We are responsible for strategy, execution, quality, and review; we do not promise fixed rankings, fixed citations, or fixed inquiry volumes for any AI platform.