Kuroma Kuroma

www.leonton.com scores 41/100 for AI Readiness

Leonton Technologies (www.leonton.com) scores 41/100 (grade D) on AI Readiness, audited 19 Oct 2026. Its strongest area is Technical Optimization (49) and its weakest is AI Readiness (32); the biggest single gap is Question Coverage & FAQ Presence at 0/100 (No FAQ schema markup detected). That places it above the median of the 31,080 sites Kuroma has audited.

Audited URL: https://www.leonton.com

41/100
Grade
D

The most points to recover are in Crawlability & Accessibility: it scored 41/100 on a check worth 13% of the total, which takes 7.7 points off the overall score.

This audit is 11 days old. AI answers change between audits, so what AI search sees today may differ from this card.

Updated 11 days ago

Above the median of all audited sites Median 39 · Top quartile 45 · across 31,080 audited sites

Is www.leonton.com ready for AI search?

Not yet: www.leonton.com scores 41/100 (grade D). Start with Add FAQ Schema Markup and Increase Citation-Worthy Content.

Category scores

On-Page Content 25% of the score 48
Technical Optimization 20% of the score 49
Authority Signals 25% of the score 37
AI Readiness 30% of the score 32

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. Improve Crawlability & AI Crawler Access up to +7.7 pts

    On https://www.leonton.com/ · Technical Optimization → Crawlability & Accessibility, scored 41/100

    • Missing canonical tag
    • 14 of 176 links cannot be followed by a crawler
    • The response at www.leonton.com is not a robots.txt file, so AI crawler access could not be verified.
    • Add canonical tag to prevent duplicate content issues
    • This page opens 65 distinct paths into the rest of the site; linking to more of it gives crawlers more to find
    • Replace placeholder links (href="#", javascript:) with real URLs or remove them
  2. Increase Citation-Worthy Content up to +7.5 pts

    On https://www.leonton.com/ · AI Readiness → Citation-Worthiness, scored 0/100

    • Limited use of specific statistics
    • Conduct original research or surveys
    • Include specific statistics with sources
    • Add expert quotes and interviews
  3. Add FAQ Schema Markup up to +6.5 pts

    On https://www.leonton.com/ · On-Page Content → Question Coverage & FAQ Presence, scored 0/100

    • No FAQ schema markup detected
    • Few question-based headings
    • Identify the top 5-10 questions your audience asks
    • Create a dedicated FAQ section on this page
    • Add FAQPage schema markup (see code below)
  4. Add External Citations & References up to +5.9 pts

    On https://www.leonton.com/ · Authority Signals → External Citations & References, scored 35/100

    • Use citation language like "according to..." or "research shows..."
    • Add a references or sources section
    • Include specific statistics and data points - AI loves citing numbers
  5. Strengthen E-E-A-T Signals up to +5 pts

    On https://www.leonton.com/ · Authority Signals → E-E-A-T Signals, scored 28/100

    • No author attribution found
    • No publication or update dates found
    • Add author byline with name and credentials
    • Create detailed author bio pages
    • Include "About Us" with company history

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 84/100

    6.5% of the overall score

    Found: 1,517 words, 20 paragraphs, 23 lists, 32 images (20 with alt text)

    • 12 images missing alt text (e.g. /new2020/images/close.svg, /img/image/LTN_solution_4.jpeg, /img/image/Leonton_PoE_Patented PoE Selection Guide.png)
  • Question Coverage & FAQ Presence Fail 0/100

    6.5% of the overall score

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

    • No FAQ schema markup detected
    • Few question-based headings
  • Structured Data Quality Needs work 32/100

    4.5% of the overall score

    No JSON-LD structured data found

  • AI Readability Score Partial 59/100

    3% of the overall score

    Average 17 words/sentence. 8 long sentences. No text formatting.

  • Heading Hierarchy Pass 96/100

    2.8% of the overall score

    H1: 1, H2: 2, H3: 10. Hierarchy issues.

    • Heading levels are skipped (H1 straight to H3)
  • Media Accessibility Needs work 37/100

    1.8% of the overall score

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

    • 12 of 32 content images have no alt text, so their content is invisible to AI search.
    • 10 images have alt text too short to describe what they show ("Train Network", "Factory Automation", "Smart Parking").
    • 28 images have no caption, so AI can't read the takeaway of a chart or diagram without one.
    • This page has 32 images but only ~1,517 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

    25 render-blocking resources. 925 elements for 1,517 words

    • 25 render-blocking scripts and stylesheets load before this page can appear
  • Mobile Optimization Partial 70/100

    4% of the overall score

    Has viewport. 6 responsive images

  • Crawlability & Accessibility Needs work 41/100

    13% of the overall score

    HTTPS enabled. Missing canonical. Indexable. AI crawler access unverified (robots.txt unreadable). 14 placeholder links

    • Missing canonical tag
    • 14 of 176 links cannot be followed by a crawler
    • The response at www.leonton.com is not a robots.txt file, so AI crawler access could not be verified.

Authority Signals 25% of the score

  • E-E-A-T Signals Needs work 28/100

    7% of the overall score

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

    • No author attribution found
    • No publication or update dates found
  • External Citations & References Needs work 35/100

    9% of the overall score

    5 external links, 0 citation phrases, 0 statistics. No references section.

  • Trust & Brand Signals Needs work 47/100

    9% of the overall score

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

AI Readiness 30% of the score

  • Answer Box Potential Partial 64/100

    7.2% of the overall score

    9 of 20 headings open a quotable passage, 2 definitions, 0 comparison structures

    • No FAQ structure detected
  • Citation-Worthiness Fail 0/100

    7.5% of the overall score

    0 original data indicators, 0 percentages, 0 quotes.

    • Limited use of specific statistics
  • Content Freshness Needs work 30/100

    5.7% of the overall score

    References current year

    • No machine-readable date on the page, so AI cannot tell when it was written
  • Unique Value Proposition Fail 5/100

    5.1% of the overall score

    0 of 97 passages carry a figure, 0 set two figures against each other, 1 named versions or models.

    • No passage on the page carries a figure a reader could check
  • AI Discoverability Not measured 53/100

    3% of the overall score

    Score: 53/100

  • Raw HTML Availability Pass 100/100

    1.5% of the overall score

    1,517 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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