AI Misunderstands the Brand
Answers omit brand information or misunderstand products, services, or positioning.
SEOGuanSEO + GEO
Test real user questions across AI platforms and analyze brand understanding, mentions, citations, recommendations, and source evidence.
When a business does not know how AI describes its brand, which sources it cites, or why competitors are recommended, it needs an evidence-based baseline.
Answers omit brand information or misunderstand products, services, or positioning.
The brand is absent from relevant questions, with no clarity on whether knowledge, content, or sources are missing.
Identify which sites and content AI relies on and whether brand pages are among those sources.
Analyze where competitors appear, why they are recommended, and how public evidence differs.
Content has been published without a consistent testing and review method.
Before starting GEO, clarify problems, opportunities, and priorities.
The audit is based on questions and answer evidence; one test does not replace an overall assessment.
Check whether company, product, service, and market information is clear and verifiable.
Check coverage across brand, category, purchase, comparison, recommendation, and usage questions.
Record answer differences for the same questions across agreed AI platforms.
Identify where the brand appears, is absent, or is described incorrectly.
Record public pages, media, and third-party sources used in answers.
Analyze when and why the brand enters recommendations and under what constraints.
Observe competitor frequency, question contexts, content differences, and source advantages.
Identify gaps in brand facts, product information, scenarios, and public evidence.
Decide whether to prioritize the knowledge base, website, answer pages, or credible sources.
Every conclusion is tied to a question, platform, answer, and source evidence.
An initial review confirms direction; an in-depth audit supports systematic decisions.
For a first look across a small set of questions and platforms.
For businesses starting formal GEO work or building an ongoing program.
Confirm brand facts and scope before testing, analysis, and reporting.
Provide brand, product, market, and public information.
Set question types, platforms, and scope.
Record answers, sources, and competing brands.
Organize understanding, gaps, and priorities.
Explain conclusions and next-stage priorities.
No. Answers vary by platform, time, wording, and model state, so consistent observation is required.
Not by default. Platforms and scope are agreed according to users and markets.
SEO audits examine crawling, indexing, keywords, pages, and search data. GEO audits examine AI answers, brand understanding, sources, and recommendations.
Yes. Managed GEO or advisory can be scoped separately according to team capability.
Share the brand, product, and target users. We will determine whether an initial review is sufficient.
Share Brand Information