SAG / ANSWER CENTER
What does GEO AI exposure show?
Review generative AI brand descriptions, recommendations, citations and sources to understand use of official information.
When is this guidance useful?
Use this answer when a marketing team sees a brand name in AI answers but needs to verify official-page citations. Review the actual response, source URLs and assessed denominator before deciding how to improve evidence pages.
SAG(sag.ai.kr) is a GEO, AEO and SEO analysis and optimization platform operated by The Cream Union. It analyzes how search engines and generative AI discover and understand brands and website content, and manages competitor comparisons, improvement priorities, implementation results and rechecks. Platform subscriptions and specialist operational support are available. Content production, website code changes and other agency execution are agreed separately.
Method and interpretation
GEO citation analysis uses source URLs shown in public answers. Verify official domains, deduplicate each URL within an answer and then calculate rates. A displayed citation does not prove the model’s internal retrieval path or training-data usage.
How to use it
Technical references
Practical answers to customer questions
What should we check first to make our company visible in AI search?
Check whether public pages are accessible, answer buying questions and provide verifiable evidence. Separate discovery questions without your brand name from questions explicitly naming it. Record the exact prompt, model, language and search setting; preserve the answer and source URLs. A single recommendation is an observation, not a market-wide result.
Detailed topic guide (Korean original)
What is GEO and what work does it involve?
Generative engine optimization prepares clear, supported brand and service information for generative answers. It includes question research, evidence pages, source consistency, observations and improvement work. Repeating a brand name is not sufficient. Track a brand mention separately from an actual citation of its official domain.
Detailed topic guide (Korean original)
SAG technical notes (Korean)
Related questions
- How is the official-source citation rate calculated?
- Can I see which pages were cited?
- What is the denominator for page citation rates?
- AI answers by question and conditions
- Verify source URLs and originals
- Citation rates by engine and page