Kuroma Kuroma

munhwa.com scores 66/100 for AI Readiness

문화일보 (munhwa.com) is a Publishing / News Media site; Kuroma measured its AI Readiness at 66/100 (grade A), audited 20 Aug 2026. Its strongest area is Technical Optimization (82) and its weakest is Authority Signals (45); the biggest single gap is E-E-A-T Signals at 13/100 (No author attribution found). That places it in the top quartile of the 850 Publishing / News Media sites Kuroma has audited.

Audited URL: https://munhwa.com

66/100
Grade
A

The most points to recover are in Trust & Brand Signals: it scored 31/100 on a check worth 9% of the total, which takes 6.2 points off the overall score.

This audit is 25 days old. AI answers change between audits, so what AI search sees today may differ from this card.

Updated 25 days ago

Top 25% in Publishing / News Media Median 40 · Top quartile 45 · across 850 audited sites in Publishing / News Media

Is munhwa.com ready for AI search?

Largely yes: munhwa.com scores 66/100 (grade A). The remaining fixes are Strengthen E-E-A-T Signals and Optimize for Featured Snippets & AI Answers.

Category scores

On-Page Content 25% of the score 70
Technical Optimization 20% of the score 82
Authority Signals 25% of the score 45
AI Readiness 30% of the score 68

Top fixes, ranked by points recovered

Ranked by each check's share of the overall score times how far it fell short, so the biggest number is the biggest win, not the lowest score.

  1. Add Trust Signals up to +6.2 pts

    On https://munhwa.com · Authority Signals → Trust & Brand Signals, scored 31/100

    • No contact information easily accessible
    • Declare the publisher in Organization schema (name, url, logo, sameAs) so an engine can attribute the page
    • Add clear contact options (form, email, phone)
    • Add customer testimonials or reviews
  2. Strengthen E-E-A-T Signals up to +6.1 pts

    On https://munhwa.com · Authority Signals → E-E-A-T Signals, scored 13/100

    • No author attribution found
    • Add author byline with name and credentials
    • Create detailed author bio pages
    • Include "About Us" with company history
  3. Optimize for Featured Snippets & AI Answers up to +5.6 pts

    On https://munhwa.com · AI Readiness → Answer Box Potential, scored 22/100

    • 1 of your 109 headings open a passage an assistant could quote; the rest introduce a link or a label
    • Add clear definitions that directly answer "What is X?" questions
    • Add comparison tables, definition lists or step-by-step markup - structured comparisons frequently appear in AI responses
  4. Make This Page’s Facts Extractable up to +2.5 pts

    On https://munhwa.com · On-Page Content → Structured Data Quality, scored 45/100

    • Turn any comparison or specification into a table with a header row — tables are the most extractable structure on a page
  5. Add FAQ Schema Markup up to +2.2 pts

    On https://munhwa.com · On-Page Content → Question Coverage & FAQ Presence, scored 66/100

    • No FAQ schema markup detected
    • Identify the top 5-10 questions your audience asks
    • Create a dedicated FAQ section on this page
    • Add FAQPage schema markup (see code below)

All 19 scored checks

Every check the published rubric scores, with what this audit found on the page.

On-Page Content 25% of the score

  • Content Depth & Comprehensiveness Pass 100/100

    6.5% of the overall score

    Found: 2402 words, 52 paragraphs, 65 lists, 147 images (141 with alt text)

    • 6 images missing alt text
  • Question Coverage & FAQ Presence Partial 66/100

    6.5% of the overall score

    No FAQ structure. 6 question headings. 0 questions detected in content

    • No FAQ schema markup detected
  • Structured Data Quality Needs work 45/100

    4.5% of the overall score

    No JSON-LD structured data found

  • AI Readability Score Pass 85/100

    3% of the overall score

    Average 10 words/sentence. 6 long sentences. Has text formatting.

  • Heading Hierarchy Needs work 49/100

    2.8% of the overall score

    H1: 0, H2: 109, H3: 0. Proper hierarchy.

    • Missing H1 heading
  • Media Accessibility Needs work 43/100

    1.8% of the overall score

    Measures whether images, video, and charts have text equivalents AI can read.

    • 6 of 147 content images have no alt text, so their content is invisible to AI search.
    • 55 images have alt text too short to describe what they show ("삼성전자", "에쓰오일", "지면 이미지").
    • 116 images have no caption, so AI can't read the takeaway of a chart or diagram without one.
    • This page has 147 images but only ~2402 words, so your key information may be trapped in images that AI search can't read.

Technical Optimization 20% of the score

  • Schema Markup Completeness Needs work 40/100

    1% of the overall score

    0 valid schemas, has OpenGraph

  • Page Performance Indicators Partial 60/100

    2% of the overall score

    23 render-blocking resources. 1657 elements for 2402 words

    • 23 render-blocking scripts and stylesheets load before this page can appear
  • Mobile Optimization Partial 67/100

    4% of the overall score

    Has viewport

  • Crawlability & Accessibility Pass 93/100

    13% of the overall score

    HTTPS enabled. Has canonical. Indexable. All scored AI crawlers allowed. 7 placeholder links

    • Canonical URL does not match page URL
    • Training-data crawlers blocked by policy choice: GPTBot. This is a content-licensing decision with no AI search visibility cost, so it is not scored.

Authority Signals 25% of the score

  • E-E-A-T Signals Fail 13/100

    7% of the overall score

    Experience: 0/10. Expertise: 0/25. Authority: 0/25. Trust: 10/25

    • No author attribution found
  • External Citations & References Pass 85/100

    9% of the overall score

    50 external links, 8 citation phrases, 15 statistics. No references section.

  • Trust & Brand Signals Needs work 31/100

    9% of the overall score

    Present: About page, Privacy Policy, Social profiles (4)

    • No contact information easily accessible

AI Readiness 30% of the score

  • Answer Box Potential Fail 22/100

    7.2% of the overall score

    1 of 109 headings open a quotable passage, 0 definitions, 0 comparison structures

  • Citation-Worthiness Pass 100/100

    7.5% of the overall score

    0 original data indicators, 15 percentages, 0 quotes.

  • Content Freshness Pass 79/100

    5.7% of the overall score

    References current year. Last modified: 8/20/2026

  • Unique Value Proposition Partial 59/100

    5.1% of the overall score

    11 of 146 passages carry a figure, 5 set two figures against each other, 0 named versions or models.

  • AI Discoverability Not measured 80/100

    3% of the overall score

    Score: 80/100

  • Raw HTML Availability Pass 100/100

    1.5% of the overall score

    2402 words readable without JavaScript

This audit measures citation readiness: how easily AI engines can crawl, extract, and quote these pages. It cannot see the off-site brand footprint (mentions, reviews, third-party coverage) that gates whether AI engines retrieve a brand at all; Kuroma's visibility scans and off-site signals track that side. How the score works

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