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comento.kr

comento.kr

Weak AI visibility with 22 of 48 criteria passing. Biggest gap: llms.txt file.

47/100
2 since v2
F
Citation Avg
Answer Readiness
~40% weight
6/10
Content Structure
~25% weight
5/10
Trust & Authority
~15% weight
3/10
Technical Foundation
~10% weight
5/10
AI Discovery
~10% weight
7/10

Verdict

Below-average AEO readiness at 47/100 - multiple areas need attention. Key strengths include Q&A Content Format, Sitemap Completeness, and Canonical URL Strategy. Priority gaps: llms.txt File, RSS/Atom Feed, and Definition Patterns.

#6773of 13363
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How to Improve

Current
47/100
Projected
77/100
37Total Fixes
8Quick Wins
~87hEst. Effort
Quick Wins
Create /llms.txt fileAdd direct answer paragraphsAdd ai.txt and content licensingImprove query-answer alignmentAdd visible date signalsIncrease content depth and structureMake pages solve the user task fasterReduce extraction friction
Create /llms.txt file
critical|low
Add llms-full.txt with extended content
medium|low
Fix HTML structure and meta tags
low|low
Configure robots.txt for AI crawlers
medium|trivial
Add internationalization signals
critical|medium
Improve server response efficiency
medium|low
Reduce render-blocking resources
medium|low

Top Opportunities10

Publish original research, statistics, case studies, or proprietary data that AI engines can cite. Unique data points make your content a primary source rather than a derivative one.

Add more proper nouns throughout content - named sources, organizations, tools, studies, and locations. Cited text averages 20.6% proper nouns; most sites fall well below 15%.

Expand articles to 1000+ words with structured H2/H3 sections, comparison tables, and expert analysis. Thin content (under 300 words) is rarely cited by AI engines. Deep, well-structured articles demonstrate expertise.

Use HTML tables for comparison data and ordered/unordered lists for features, steps, and specifications. Structured data formats are directly extractable by AI engines for answers.

Write concise, standalone answer paragraphs (2-3 sentences) immediately after question headings. These "snippet-ready" paragraphs are ideal for AI engine citations.

Include "our analysis", "our data", "our testing" phrases backed by original research or proprietary data. 52.2% of AI-cited posts contain owned data signals.

Define the primary entity in the first 500 characters, use consistent terminology (same term 70%+), and add "unlike X" signals to help AI engines distinguish your topics.

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

Ensure every question-format heading (H2/H3) is followed by a direct answer paragraph. This pattern is ideal for AI engine snippet extraction.

Add inline citations to external sources, "According to [Source]..." attribution phrases, and a Sources section at the end of key articles.

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Site Pages

comento.kr/pick/aboutF27
코멘토픽 | 막막한 취업 준비, 답을 찾는 가장 빠른 방법!
comento.kr/comentoF28
회사소개 | 코멘토
Changes since v2Last audited 52 days ago
45
47
+2
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Add Original Data & Case StudiesIncrease Entity DensityIncrease Content DepthAdd Structured Tables & ListsAdd Direct Answer ParagraphsAdd Owned Data SignalsAdd Entity DisambiguationImprove Citation-Ready WritingImprove Question-Answer AlignmentPackage Evidence for AI

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