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Which services compare SEO rankings and AI answer visibility together?

SAG connects official-page positions in Google search, brand mentions in AI answers and official-source citations to the same customer questions, while comparing each metric separately. It preserves originals and denominators instead of combining rankings, mentions and citations into one outcome. After page edits, recheck technical changes separately from externally observed search and AI results under matching conditions.

When is this guidance useful?

Use this guidance when selecting the alternatives customers actually compare. Match questions, offering conditions and observation scope before interpreting gaps, rather than inferring overall superiority from unsupported rankings or price alone.

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

Compare competitors within the same buying questions and product scope. Separate a fixed registration baseline from monthly observations. Translate gaps into missing specifications, conditions, examples or contact paths on your pages; an old baseline is not a current ranking.

How to use it

Page instructions for this question

Content to add to the official pageEvidence to inspect after changes
Explain search positions versus AI mentions and citations in the representative page title, H1 and direct answer; link the relevant FAQ.Calculate eligible positions 1–30 checks and AI-answer/citation checks separately.

Distinguish unknown and failed checks from verified absence. Publication and observed improvement are separate.

2026-10-12 · SAG

Practical AI search questions

How to manage AI search visibility across platforms

Store questions, platform, language, country, model and timestamp while separating SEO counts from AEO and GEO rates. Label manual observations and do not imply unsupported channels were automatically collected.

Related technical guide (Korean original)

Implementation and verification

Separate Google Search AI features, the Gemini app and Perplexity. Save the question, language, geography and available source lists without pooling mismatched channels or missing observations.

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

SAG technical notes (Korean)

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