Kuroma Kuroma

www.tw-frogs.com scores 36/100 for AI Readiness

www.tw-frogs.com scores 36/100 (grade D) on AI Readiness, audited 10 Aug 2026. Its strongest area is On-Page Content (46) and its weakest is AI Readiness (21); the biggest single gap is Citation-Worthiness at 0/100 (Limited use of specific statistics).

Audited URL: https://www.tw-frogs.com/

36/100
Grade
D

This audit is 37 days old. AI answers change between audits, so what AI search sees today may differ from this card.

Updated 37 days ago

Is www.tw-frogs.com ready for AI search?

Not yet: www.tw-frogs.com scores 36/100 (grade D). Start with Add FAQ Schema Markup and Expand Content Depth & Comprehensiveness.

Category scores

This audit was scored on rubric version 2026-08-10, not the current 2026-08-13 rubric. Scores are only comparable within one rubric generation, so how much each check counts toward the total is left out. The checks on this page, their verdicts and their scores are exactly what that audit measured. A fresh audit of this site is scored on the current rubric.

On-Page Content 46
Technical Optimization 46
Authority Signals 34
AI Readiness 21

All 19 scored checks

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

On-Page Content

  • Found: 396 words, 5 paragraphs, 22 lists, 16 images (10 with alt text)

    • Content length (396 words) is below recommended minimum of 1,000 words
    • 6 images missing alt text (e.g. /css/icons/icon-search-2.svg, /images/idx-about.png, /images/man.png)
  • FAQ section found (no schema). 0 question headings. 4 questions detected in content

    • No FAQ schema markup detected
    • Few question-based headings
  • Structured Data Quality Needs work 30/100

    No JSON-LD structured data found

  • AI Readability Score Needs work 34/100

    Average 16 words/sentence. 1 long sentences. No text formatting.

  • Heading Hierarchy Pass 87/100

    H1: 1, H2: 0, H3: 3. Hierarchy issues.

    • Heading levels are skipped (H1 straight to H3)
  • Media Accessibility Needs work 30/100

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

    • 6 of 16 content images have no alt text, so their content is invisible to AI search.
    • 7 images have alt text too short to describe what they show ("B2", "B2", "B1").
    • 15 images have no caption, so AI can't read the takeaway of a chart or diagram without one.
    • This page has 16 images but only ~396 words, so your key information may be trapped in images that AI search can't read.

Technical Optimization

  • Schema Markup Completeness Needs work 40/100

    0 valid schemas, has OpenGraph

  • 30 render-blocking resources. 397 elements for 396 words

    • 30 render-blocking scripts and stylesheets load before this page can appear
  • Mobile Optimization Partial 60/100

    Has viewport

  • Crawlability & Accessibility Needs work 41/100

    HTTPS enabled. Has canonical. Indexable. AI crawler access unverified (robots.txt unreadable). 13 placeholder links

    • 13 of 80 links cannot be followed by a crawler
    • The response at www.tw-frogs.com is not a robots.txt file, so AI crawler access could not be verified.

Authority Signals

  • E-E-A-T Signals Fail 15/100

    Experience: 0/10. Expertise: 6/25. Authority: 0/10. Trust: 4/25

    • No author attribution found
    • No publication or update dates found
  • 5 external links, 0 citation phrases, 0 statistics. No references section.

  • Trust & Brand Signals Needs work 48/100

    Present: SSL, Contact, Social Links

    • No privacy policy link found

AI Readiness

  • Answer Box Potential Needs work 38/100

    0 definitions, 0 ordered lists, 0 comparison structures

  • Citation-Worthiness Fail 0/100

    0 original data indicators, 0 percentages, 0 quotes.

    • Limited use of specific statistics
  • Content Freshness Fail 5/100

    No recent year references

    • No recent year references in content
    • No machine-readable date on the page, so AI cannot tell when it was written
  • 0 of 28 passages carry a figure, 0 set two figures against each other, 0 named versions or models.

    • No passage on the page carries a figure a reader could check
  • AI Discoverability Not measured 63/100

    Score: 63/100

  • Raw HTML Availability Pass 100/100

    396 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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