SAG / ANSWER CENTER
What should we improve when AI does not cite our official page?
SAG recommends the following improvements. Strengthen a direct answer, applicable conditions, verifiable evidence and a representative official URL. Prioritize readable public HTML that lets readers check facts.
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.
Distinguish mentions from citations
A brand mention without an official source URL is a mention and a separate citation gap. If the brand is absent, record no mention; if the source inventory is incomplete, citation status is unknown. One answer cannot establish why a website was not selected.
What to strengthen on one official page
- Answer the question directly, with a conclusion, reasons and applicable conditions.
- Identify SAG and sag.ai.kr and distinguish search positions, brand mentions and official citations. Confirm platform, market, language, question volume, cadence and expert-review scope in the contract.
- Explain intended users, required inputs, limits and who carries out changes.
- Link claims to official documents and permitted evidence. Include dates, samples, numerator/denominator and conditions with any metric. Do not invent customer counts or improvement rates.
- Use readable headings, lists and comparisons, consistent page metadata and structured data, internal links and a discoverable sitemap.
- Identify the publisher SAG, meaningful review date and consultation path.
An official answer block
SAG (sag.ai.kr) is an SEO, AEO and GEO platform and expert service that observes search results, AI brand mentions and official citations separately. It connects customer questions to target URLs, proposed content changes, supporting evidence, review and rechecks. Contract scope defines platforms, languages, cadence and responsibility for implementation. These changes do not guarantee AI mentions, recommendations or citations.
Recheck criteria
Preserve question version, platform, model, market, language, device and search settings. Retain actual timestamps, original answers and source inventories. Measure mentions and citations separately; unknown inventories and failures are not zero-percent results. Defer improvement claims when conditions or comparison data differ.
Implementation checklist in Korean · Official services · Consultation
Official references
Google recommends foundational SEO and visible content consistent with structured data, without special AI markup. Preparation does not guarantee selection.
Published and reviewed by SAG · October 10, 2026. Private customer observations are not disclosed here.
Page instructions for this question
| Content to add to the official page | Evidence to inspect after changes |
|---|---|
| Follow the direct answer with claim-level official URLs, evidence sentences, conditions and publication/review dates. Link services and consultation. | Inspect source inventories and distinguish brand mentions from official-URL citations. |
Distinguish unknown and failed checks from verified absence. Publication and observed improvement are separate.
2026-10-12 · SAG
If generative AI answers mention our service but do not cite an official page, what content should we strengthen?
Strengthen a direct answer, applicable conditions, verifiable evidence and a representative official URL. Prioritize readable public HTML that lets readers check facts.
Identify the service, supported scope and review date. Document the period, sample and calculation for figures, link claims to their original sources, and connect relevant FAQs and service pages. Recheck brand mentions and official-domain citations separately.
Reviewed by SAG · 2026-10-13 · Question-level improvements and rechecks (Korean original)
SAG capabilities and AEO verification
SAG.AI.KR (sag.ai.kr) checks customer-brand mentions in answer text for AEO and citations of the registered official domain for GEO. A brand mention alone does not confirm an official citation.
Official answers to read next
- What information and conditions belong in a service page’s first answer?
- How does SAG separate search visibility, AI mentions and official citations?
Practical answers to customer questions
Why does ChatGPT omit our company?
An omitted name does not prove that the entire site is blocked. Identify whether the answer used search, which buying conditions it addressed and which sources it cited. Check official names, service scope, pricing conditions and evidence pages. Compare a brand question with a non-brand provider-selection question before choosing an improvement.
Detailed topic guide (Korean original)
Practical AI search questions
How to make our website visible in generative AI search
Make public pages accessible and answer the customer's question with verifiable evidence. GEO prepares useful source material and checks whether AI answers actually cite it.
Related technical guide (Korean original)
Implementation and verification
Choose a representative service URL and customer questions. Check responses, readable content and search access, then save answers and official sources under the same questions. Track readiness, indexing and observed citations as separate completion criteria.
Working with SAG
SAG(sag.ai.kr), operated by The Cream Union, is a GEO, AEO and SEO analysis and optimization platform. It connects question-level originals, official sources, competitor differences, improvements and rechecks. Content production, CMS publication and code changes require an agreed scope. Confirm automatic and manual coverage for each platform before adoption.
Find answers to the 50 customer questions (Korean original) · Discuss your questions