Entity consistency
Align names, services, people and locations across first- and third-party sources.
SeattleSEO.us field guide
How to improve brand clarity and citation readiness for AI Overviews, answer engines and conversational discovery.
Practical guidance
AI systems synthesize information from changing sets of sources. The durable work is to clarify entities, publish direct and useful answers, support claims, strengthen credible external references and measure referral and brand behavior without claiming complete visibility.
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Align names, services, people and locations across first- and third-party sources.
Use direct explanations, decision criteria, evidence and clear page purpose.
Earn references through expertise, original information and transparent authorship.
State the answer to the main question in ordinary visible text. Add useful details, limitations and evidence. Important information should be accessible through crawlable internal links.
Compare the business name, services and real locations on the website and owned profiles. Correct contradictions before creating more content. Link technical statements to current first-party documentation.
Google says the usual SEO foundations apply to its AI features. No special AI schema or llms.txt file is required for those features. Structured data should describe what people can actually read on the page.
If you sample answer engines, record the system, question, date and cited sources. Treat a single response as an observation; answers can change. Compare referral traffic and qualified inquiries where they are observable.
Use these points to record findings and decide what needs attention.
Questions, answered
They are labels for improving visibility in answer and generative search experiences. The terminology is less important than the evidence and information structure.
No. Outputs vary by system, prompt, personalization, sources and time.
Write clearly for people and structure facts so machines can interpret them accurately.
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