penguinrandomhouse.com 62 C
🛡️ SEO 50 🤖 GEO 74 ⚡ Perf 34 🏗️ Arch 85

penguinrandomhouse.com — Global SEODiff Score 62/100

penguinrandomhouse.com
📊

penguinrandomhouse.com shows strong AI visibility with an ACRI of 77/100, outperforming 86% of indexed domains. Compared to other infrastructure sites (avg score: 57), penguinrandomhouse.com performs above the benchmark, suggesting strong competitive positioning in AI search. Server-side rendering keeps the ghost ratio near zero, giving AI systems direct access to all visible content. The 10.9× token bloat ratio falls within the normal range, though there is room to trim navigation, footer, and script overhead. Only 1 schema block is present — adding Organization, WebSite, and Breadcrumb schemas would significantly improve structured data coverage. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

62
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (34) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 26 snapshots
Mar 4 Mar 21
🔔 Recent AI Indexing Activity
🔄 Mar 21 Content change detected
🔄 Mar 21 Content change detected
🔄 Mar 20 Content change detected
🔄 Mar 20 Content change detected
🔄 Mar 19 Content change detected
Does your site score higher than penguinrandomhouse.com?
Run the same 40-signal audit on your own domain — free, instant results.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)50 × 0.25 = 12.5
🤖 AI Readiness / GEO (40% weight)74 × 0.40 = 29.6
⚡ Performance (20% weight)34 × 0.20 = 6.8
🏗️ Architecture & Trust (15% weight)85 × 0.15 = 12.8
Weighted sum = 12.5 + 29.6 + 6.8 + 12.8
Global SEODiff Score = 62 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
64
Structure
avg 35
2
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.4%
Rank #4047
+14 pts
Gap
AI (ACRI)
Top 14%
Score 77/100

penguinrandomhouse.com shows stronger AI visibility than traditional SEO ranking. Great AI foundation to build on. ACRI measures technical crawler readiness. Read the methodology →

Why penguinrandomhouse.com ranks here

Tech stackWordPress
RenderingSSR
Schema coverage1 blocks
Token bloat10.9×

Fastest improvements

  • Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
  • Create an llms.txt file so AI crawlers can discover your content structure without heavy crawling. Generate llms.txt →
  • Run a full entropy audit to find which DOM regions waste the most tokens. Run Entropy Audit →
🧪

JavaScript Rendering Check

We check what AI crawlers miss when they skip JavaScript execution.

Running headless browser to simulate AI extraction…
🛡️

Traditional SEO

50/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

20 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

112 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 7
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.penguinrandomhouse.com
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-US
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Penguin Random House
  • ✓ og:description — Committed to publishing great books, connecting readers and authors globally, and spreading the love of reading.
  • ✓ og:image — preview
  • ✓ twitter:card — summary
📐 How the SEO Pillar score is calculated

SEO Pillar = Title (20 pts) + Meta Desc (20 pts) + Heading Hierarchy (20 pts) + Indexability (20 pts) + Social/OG (20 pts)

Each sub-score is derived from the checks above. Canonical tag, lang attribute, og:image, and a single H1 are the highest-impact items.

🤖

AI Readiness / GEO

74/100 40 % of Global Score 🟢 High Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🔗

Citation Alternatives

Research
💡
Insight: In the infrastructure sector, safely.co.jp (ACRI: 90) currently has stronger AI extractability. AI models tend to prefer sources with higher semantic structure and schema coverage. Domains with ACRI < 40 see 3.5× more hallucinations. Read the research →
penguinrandomhouse.com
61
Your ACRI Score
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. safely.co.jp has schema coverage of 3 blocks and uses WordPress. Improve your score by implementing the remediation patches below.
📊 Side-by-Side Comparison →
🚨

Hallucination Risk

Research

Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.

Analyzing hallucination risk…

🤖 Bot Access Matrix

GPTBot (OpenAI)
Allowed
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 64/100 — Good
Structured Elements 171 elements (171 lists, 0 rows, 0 headers)
Total Words1405
Raw Density12.2%

🏷️ Schema Health Docs

Organization Schema ❌ Missing
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 block(s) — Basic (low value for AI)

Schema Coverage Map

0/7 schema types detected
❌ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
❌ WebSite
💡Organization schema missing. AI models cannot identify your brand entity. Without it, your brand won't appear in Knowledge Panels or be associated with your content.
💡Product / Service schema missing. AI models don't know this is a SaaS product. Add Product or SoftwareApplication schema so AI understands what you offer and can surface pricing/features.
💡BreadcrumbList schema missing. AI cannot understand your site hierarchy or how pages relate to each other.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.
💡WebSite schema missing. Add WebSite + SearchAction so Google can generate a Sitelinks Search Box for your brand in AI results.

📐 AI Efficiency Metrics Docs

54
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability54/100 — AI models can partially extract answers from this page
Crawl CostMedium (50/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

9%
🗑️ 91%
Useful Content (21.1 KB)Bloat (208.1 KB)
Token Bloat Ratio10.9× — Normal

Multimodal Readiness

Visual Context94% Optimized for Vision
Image Alt Coverage74 / 79 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 90.8% · SNR: 0.10 · Signal: 5397 / Noise: 53272 tokens

🔬 AI-Crawler Simulation

See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.

🌐
This is what humans see — styled, branded, visual.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
🤖

AI Answer Preview

NEW

See how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.

Simulating AI extraction…
🧠

The LLM Interpretation

AI-VERIFIED

SEODiff AI analyzed the extracted content of penguinrandomhouse.com and produced this structured business intelligence. Fields marked SEMANTIC VOID indicate information the AI could not find — a critical gap in your site’s machine-readability.

Core Offering
⚠ SEMANTIC VOID
Target Audience
⚠ SEMANTIC VOID
Pricing Model
⚠ SEMANTIC VOID
Analyzed by SEODiff AI · 2026-02-28

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servernginx
CDN
HTTP Status200
Load Time3856 ms
Raw HTML Size229.2 KB
Visible Text Size21.1 KB

Performance & Speed

34/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

3856 ms
Slow — bots may time out or deprioritise

Google considers <200 ms "good". AI crawlers may have even shorter timeouts.

📦 Page Weight

1425
DOM nodes
229 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

0
tracker scripts
0
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
📐 How the Performance Pillar score is calculated

Perf Pillar = TTFB (35 pts) + Page Weight (25 pts) + Cache/CDN (20 pts) + Tracker Tax (20 pts)

TTFB <200 ms = full marks. DOM >3000 or payload >300 KB incurs heavy penalties. Tracker scripts beyond 5 reduce score.

🏗️

Architecture & Trust

85/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✗ Sitemap declared in robots.txt
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

316
internal links
21
external links
Good internal linking — helps crawlers discover content

🔒 Security & Trust

  • ✓ HSTS header (Strict-Transport-Security)
  • ✓ Content-Security-Policy header
  • ✓ HTTP status 200 OK (got 200)

♿ Accessibility Signals

  • ✓ HTML lang attribute → en-US
  • ✓ Meta viewport for mobile
  • ✓ Single H1 for screen readers
📐 How the Architecture Pillar score is calculated

Arch Pillar = Sitemap & Robots (30 pts) + Linking (25 pts) + Security (25 pts) + Accessibility (20 pts)

Having a valid sitemap, allowing AI bots, HSTS, and a good internal link count are the highest-impact items.

🏅 AI-Verified Trust Badge

Your site scores 61/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for penguinrandomhouse.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/penguinrandomhouse.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=penguinrandomhouse.com" alt="AI-Verified by SEODiff" width="280" height="52"></a>

💡 Paste in your site footer, GitHub README, or email signature. Badge updates automatically as your score changes.

� Deep Crawl Analysis 1010 pages · Deep-10

Homepage ACRI
61
Single-page score
-4
Consistent readability
Δ delta
Site-Wide ACRI
58
Avg across 1010 pages · Range 0–67
Total Words
714499
Avg Bloat
49.4×
Page Type ACRI Token Bloat Words Status
https://penguinrandomhouse.com/blog
What We’re Reading | Penguin Random House
blog 67 34.3× 1163
https://www.penguinrandomhouse.com/books/reference/
Reference Books | Penguin Random House
pricing 64 62.2× 1166 💰 Pricing
https://www.penguinrandomhouse.com/books/best-sellers-romance/
Best Sellers: Romance Books | Penguin Random House
other 64 52.8× 732
https://www.penguinrandomhouse.com/books/all-boxed-sets-teen-young-adult/
All Teen &amp; Young Adult Boxed Sets Series Books | Penguin Random House
other 64 46.2× 852
https://www.penguinrandomhouse.com/books/coming-soon-romance/
Coming Soon: Romance Books | Penguin Random House
other 64 50.6× 767
https://www.penguinrandomhouse.com/books/romantic-suspense/
Romantic Suspense Books | Penguin Random House
other 64 71.6× 900
https://www.penguinrandomhouse.com/books/new-releases-romantic-suspense/
New Releases: Romantic Suspense Books | Penguin Random House
other 64 52.7× 732
https://www.penguinrandomhouse.com/books/new-releases-spanish-language-fiction/
New Releases: Spanish Language Fiction Books | Penguin Random House
other 64 47.7× 818
https://www.penguinrandomhouse.com/books/science-technology/
Science &amp; Technology Books | Penguin Random House
other 64 73.0× 1070
https://www.penguinrandomhouse.com/books/all-science-technology/
All Science &amp; Technology Books | Penguin Random House
other 64 51.8× 743
https://www.penguinrandomhouse.com/books/award-winners-science-technology/
Award Winners: Science &amp; Technology Books | Penguin Random House
other 64 53.3× 687
https://www.penguinrandomhouse.com/books/new-releases-science-technology/
New Releases: Science &amp; Technology Books | Penguin Random House
other 64 52.9× 727
https://www.penguinrandomhouse.com/books/all-self-improvement-inspiration/
All Self-Improvement &amp; Inspiration Books | Penguin Random House
other 64 50.3× 770
https://www.penguinrandomhouse.com/books/science-fiction/
Science Fiction Books | Penguin Random House
other 64 70.9× 1120
https://www.penguinrandomhouse.com/books/all-science-fiction/
All Science Fiction Books | Penguin Random House
other 64 48.7× 805
https://www.penguinrandomhouse.com/books/best-sellers-science-fiction/
Best Sellers: Science Fiction Books | Penguin Random House
other 64 52.0× 746
https://www.penguinrandomhouse.com/books/new-releases-science-fiction/
New Releases: Science Fiction Books | Penguin Random House
other 64 50.9× 761
https://www.penguinrandomhouse.com/books/coming-soon-science-fiction/
Coming Soon: Science Fiction Books | Penguin Random House
other 64 52.1× 745
https://www.penguinrandomhouse.com/books/self-improvement-inspiration/
Self-Improvement &amp; Inspiration Books | Penguin Random House
other 64 69.3× 1071
https://www.penguinrandomhouse.com/books/award-winners-self-improvement-inspiration/
Award Winners: Self-Improvement &amp; Inspiration Books | Penguin Random House
other 64 54.9× 642
Showing 20 of 100 pages. Unlock full subpage table →
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/books/ 499 64 0% 55.1× High JS Bloat
/blog/ 1 67 0% 34.3× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 1010 pages
instagram.com ×911
wonderbly.com ×911
global.penguinrandomhouse.com ×911
tastecooking.com ×911
readbrightly.com ×911
youtube.com ×911
companyreads.prhspeakers.com ×911
social-impact.penguinrandomhouse.com ×911
🔄 Re-Crawl & Update 📡 Track this Domain

Scores update automatically each month. Create a free account for on-demand re-crawls (3/month free).

🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/penguinrandomhouse.com

Get your free API key — 100 requests/month included.

🔗 Similar infrastructure Sites

Domains with a similar tech stack, industry, and AI readiness profile to penguinrandomhouse.com. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
penguinrandomhouse.com (this site) 61 77 WordPress 10.9× 1
tokk-kansai.jp 85 90 WordPress 2.5× 1 Compare →
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profitserver.net 86 90 WordPress 3.8× 2 Compare →
driphydration.com 86 95 WordPress 1.9× 2 Compare →
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📊 Semantic Share of Voice

How often would an AI cite penguinrandomhouse.com when users ask about topics in this domain's niche? We run entity queries through our 188k-page search index and measure citation probability.

Analyzing citation landscape…

🎭

Bait & Switch Delta

B 15 PAGES

Compares your homepage rendering quality with inner pages. A high drift score means AI crawlers see a polished homepage but degraded inner content — the "bait & switch" that erodes trust.

67
Homepage ACRI
64
Inner Avg ACRI
+3
ACRI Delta
20%
Homepage Ghost
43%
Inner Avg Ghost
13
Drift Score [?]
Worst Inner Pages
61 60% pricing https://www.penguinrandomhouse.com/books/best-sellers/
61 60% pricing https://www.penguinrandomhouse.com/books/coming-soon/
64 40% other https://www.penguinrandomhouse.com/books/award-winners-short-stories/
🛡️

E-E-A-T Trust Signals

F 0/100

Trust indicators extracted from surface pages. These signals help AI systems verify your site's Experience, Expertise, Authoritativeness, and Trustworthiness.

Physical Address
Phone Number
Email Contact
About Page
Contact Page
Privacy Policy
Terms of Service
Named Leadership
🔗

Citation Profile

20 DOMAINS

Outbound citation patterns across surface-crawled pages. Sites that cite diverse, authoritative sources signal higher E-E-A-T to AI systems.

300
Total Links
20
Unique Domains
20.0
Avg/Page
7%
Diversity
facebook.com twitter.com global.penguinrandomhouse.com companyreads.prhspeakers.com selfservice.penguinrandomhouse.biz penguinrandomhouse.biz wonderbly.com cart.penguinrandomhouse.com linkedin.com social-impact.penguinrandomhouse.com
🏘️ Outbound Neighborhood Trust Avg Trust: 28.6

AI trust scores for the domains penguinrandomhouse.com links to. Citing high-trust sources lifts your own credibility signal.

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to penguinrandomhouse.com. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Add Organization JSON-LD
High Impact ⏱ 5 min
AI models cannot identify your brand entity without Organization schema. This is the #1 fix for AI visibility.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Penguinrandomhouse",
  "url": "https://penguinrandomhouse.com",
  "logo": "https://www.penguinrandomhouse.com/favicon-16x16.png",
  "sameAs": []
}
</script>
Add WebSite + SearchAction JSON-LD
High Impact ⏱ 5 min
Enables the Sitelinks Search Box in Google and allows AI to understand your site structure.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "WebSite",
  "name": "Penguinrandomhouse",
  "url": "https://penguinrandomhouse.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://penguinrandomhouse.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 9% of your HTML is useful content. AI crawlers waste context window tokens on bloat.
html
<!-- Move inline CSS to external stylesheets -->
<link rel="stylesheet" href="/css/main.css">

<!-- Move inline scripts to external files with defer -->
<script src="/js/app.js" defer></script>

<!-- Remove duplicate navigation blocks -->
<!-- Keep only ONE <nav> in the <header> -->

<!-- Ensure <main> wraps your primary content -->
<main>
  <!-- Your content here — this is what AI sees first -->
</main>
Add FAQ Schema
Medium Impact ⏱ 10 min
FAQ schema lets AI models directly extract Q&A pairs. This is the easiest way to get featured in AI responses.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "What is Penguinrandomhouse?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Penguinrandomhouse does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Penguinrandomhouse work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Penguinrandomhouse."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for penguinrandomhouse.com:

Current Score
77
Projected Score
95
Improvement
+18 pts
Add Organization schema +6 pts
Add WebSite schema +4 pts
Reduce token bloat +5 pts
Add FAQ schema +3 pts

*Estimates based on SEODiff's scoring model. Actual results depend on implementation quality.

📋 Data Export

Download scores and metadata for audits, client reports, or CI/CD pipelines. Exports contain computed metrics only (no copyrighted content).

All data is generated automatically and updated with each crawl. JSON exports contain scores and metadata only (no copyrighted content).

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🧭 Self-Diffing (Private Layer)

For owned domains, combine this world snapshot with private drift + regression history.
Template Drift
Track in My Site
Drift → Traffic Impact
In development coming soon
Regression Incidents
Track in My Site
Internal Linking
Deep Audit graph
Semantic Structure
GEO view in Deep Audit
Content Quality
Thin/duplicate tracking

🕒 History

Score over timeAvailable in My Site history
Drift eventsTemplate timeline + incidents
Drift → Revenue AttributionComing soon
Schema/rendering/extractability changesTracked per scan in project history

🧠 AI Citation Graph

How this domain is cited across the machine-readable web

0.4
AI-Trust
#1673
Global Rank
7%
Percentile
15
Inbound AI Links
0
Outbound AI Links
45
Avg Inbound ACRI
27%
AI-Restricted Backlinks
Top AI Referrers
Domain ACRI AI-Trust Direction
wonderbly.com 61 0.0 ← cites you
randomhouse.com 61 0.0 ← cites you
georgerrmartin.com 60 0.0 ← cites you
penguin.com 58 0.0 ← cites you
worrydream.com 57 0.0 ← cites you
longform.org 53 0.0 ← cites you
wilcoworld.net 49 0.0 ← cites you
themeateater.com 46 0.0 ← cites you
craigmod.com 45 0.0 ← cites you
readbrightly.com 43 0.0 ← cites you
View Full AI-Trust Leaderboard →
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
Free Deep Audit → GSC Error Guide →