pragprog.com 68 C
🛡️ SEO 43 🤖 GEO 79 ⚡ Perf 80 🏗️ Arch 61

pragprog.com — Global SEODiff Score 68/100

pragprog.com
📊

The AI-Readiness profile for pragprog.com is strong: an ACRI of 74/100 places it ahead of 78% of domains in the index. Within the infrastructure vertical, this places pragprog.com above the industry average of 57 —, suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. A tight 4.9× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. Zero schema blocks puts this site at a disadvantage in knowledge graph and AI-answer pipelines that rely on explicit structured data. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

68
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (43) is your bottleneck.
🎯 Top Fix: Add Organization + WebSite JSON-LD → +5–8 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Feb 23 Mar 21
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than pragprog.com?
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)43 × 0.25 = 10.8
🤖 AI Readiness / GEO (40% weight)79 × 0.40 = 31.6
⚡ Performance (20% weight)80 × 0.20 = 16.0
🏗️ Architecture & Trust (15% weight)61 × 0.15 = 9.2
Weighted sum = 10.8 + 31.6 + 16.0 + 9.2
Global SEODiff Score = 68 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
68
Structure
avg 35
0
Schema
avg 9
55
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 4%
Rank #41078
+18 pts
Gap
AI (ACRI)
Top 22%
Score 74/100

pragprog.com punches above its weight in AI — AI visibility exceeds Google ranking. This is a competitive moat worth protecting. ACRI measures technical crawler readiness. Read the methodology →

Why pragprog.com ranks here

Tech stackExpress
RenderingSSR
Schema coverage0 blocks
Token bloat4.9×

Fastest improvements

  • Add basic Organization and WebSite JSON-LD to fix “0 schema blocks” (see Schema Coverage).
  • 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

43/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

50 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

208 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 6
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✗ og:title
  • ✗ og:description
  • ✗ og:image
  • ✗ twitter:card
📐 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

79/100 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 →
pragprog.com
55
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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 68/100 — Good
Structured Elements 60 elements (60 lists, 0 rows, 0 headers)
Total Words431
Raw Density13.9%

🏷️ Schema Health Docs

Organization Schema ❌ Missing
Product / Service Schema ⚠️ Not Found
Total Schema Blocks0 — No JSON-LD detected

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

65
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability65/100 — AI models can partially extract answers from this page
Crawl CostLow (10/100) — efficient for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

20%
🗑️ 80%
Useful Content (6.2 KB)Bloat (24.4 KB)
Token Bloat Ratio4.9× — Lean

Multimodal Readiness

Visual Context50% Optimized for Vision
Image Alt Coverage7 / 14 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

2 Entropy
Poor Token Bloat: High
Noise Ratio: 79.8% · SNR: 0.25 · Signal: 1580 / Noise: 6236 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 pragprog.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
The Pragmatic Bookshelf provides timely, practical books, audiobooks, and videos focused on software development, team management, and developer well-being. It
Target Audience
Software developers, technical writers, instructional designers, team leads, project managers, and anyone seeking to improve their software development skills or understand the challenges of a fast-paced tech environment.
Pricing Model
Subscription-based access to digital content and downloadable books. Physical books are sold individually.
🏆 Competitive Moat
Deep expertise in software development combined with a focus on practical, hands-on learning and a commitment to DRM-free content.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Template comparison pagesIntegration directory pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

FrameworkExpress
AI-Readiness Score55/100
Serverwe-prefer-the-term-willing-assistant
CDN
HTTP Status200
Load Time637 ms
Raw HTML Size30.5 KB
Visible Text Size6.2 KB

Performance & Speed

80/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

637 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

329
DOM nodes
30 KB
HTML payload
Lean page — fast for bots and users

🗄️ 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

61/100 15 % of Global Score 🟡 Medium Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

65
internal links
13
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
  • ✓ 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 55/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for pragprog.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/pragprog.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=pragprog.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 86 pages · Deep-10

Homepage ACRI
55
Single-page score
-2
Consistent readability
Δ delta
Site-Wide ACRI
53
Avg across 86 pages · Range 0–82
Topical Cohesion
18%
Topical Drift
TF-IDF cosine similarity
Total Words
38333
Avg Bloat
7.8×
Page Type ACRI Token Bloat Words Status
https://pragprog.com/about
About
about 82 3.6× 2216
https://pragprog.com/about/
About
about 82 3.6× 2216
https://pragprog.com/support/
Frequently Asked Questions
pricing 82 2.9× 2798 💰 Pricing
https://pragprog.com/titles/eruby2/eloquent-ruby-second-edition/
Eloquent Ruby, Second Edition by Russ Olsen
other 82 4.6× 1697
https://pragprog.com/careers/
Careers
careers 77 9.8× 605
https://pragprog.com/titles/haskellbt/haskell-brain-teasers/
Haskell Brain Teasers: Exercise Your Mind by Rebecca Skinner
other 77 7.3× 816
https://pragprog.com/titles/jkthp2/the-healthy-programmer-second-edition/
The Healthy Programmer, Second Edition: Refactor Your Fitness, Improve Your Mind by Joe Kutner
pricing 77 6.9× 997 💰 Pricing
https://pragprog.com/titles/rmrfsd/risk-first-software-development-second-edition/
Risk-First Software Development, Second Edition: Deliver Better Systems in a Post-Agile, AI World by Rob Moffat
pricing 77 7.6× 1013 💰 Pricing
https://pragprog.com/titles/bhvale/write-better-with-vale/
Write Better with Vale: Automate Your Style Guides and Lint Prose Like You Lint Code by Brian P. Hogan
other 77 8.2× 770
https://pragprog.com/titles/a-stresseq/the-stress-equation/
The Stress Equation: Reduce Burnout, Increase Happiness and Productivity by Marcus Lagré
pricing 77 8.7× 684 💰 Pricing
https://pragprog.com/titles/bgvector/vector-search-with-javascript/
Vector Search with JavaScript: Build Intelligent Search Systems with AI by Ben Greenberg
other 77 7.4× 883
https://pragprog.com/titles/jwpython2/a-common-sense-guide-to-data-structures-and-algorithms-in-python-volume-2/
A Common-Sense Guide to Data Structures and Algorithms in Python, Volume 2: Level Up Your Core Programming Skills by Jay Wengrow
blog 77 6.3× 1215
https://pragprog.com/titles/jmnative/hotwire-native-for-rails-developers/
Hotwire Native for Rails Developers: Build Native Mobile Apps Using Your Server by Joe Masilotti
docs 77 6.2× 1043
https://pragprog.com/titles/d-nsnarwhal/android-studio-narwhal-essentials-java-edition/
Android Studio Narwhal Essentials-Java Edition by Neil Smyth
other 77 5.1× 1261
https://pragprog.com/titles/gwpy4/practical-programming-fourth-edition-4th-edition/
Practical Programming, Fourth Edition (4th edition): An Introduction to Computer Science Using Python 3.14 by Dmitry Zinoviev with Paul Gries, Jennifer Campbell, and Jason Montojo
other 77 6.0× 1185
https://pragprog.com/titles/aodjs/debugging-typescript-applications/
Debugging TypeScript Applications: Build Web Apps That Don't Break by Andrey Ozornin
other 77 8.0× 781
https://pragprog.com/titles/alnpee/network-programming-in-elixir-and-erlang/
Network Programming in Elixir and Erlang: Write High-Performance, Scalable, and Reliable Apps with TCP and UDP by Andrea Leopardi
other 77 6.7× 1015
https://pragprog.com/titles/hwmrust/advanced-hands-on-rust/
Advanced Hands-on Rust: Level Up Your Coding Skills by Herbert Wolverson
other 77 6.1× 1134
https://pragprog.com/titles/kotlinbt/kotlin-brain-teasers/
Kotlin Brain Teasers: Exercise Your Mind by Sam Cooper
other 77 7.8× 748
https://pragprog.com/titles/ldash/ash-framework/
Ash Framework: Create Declarative Elixir Web Apps by Rebecca Le and Zach Daniel
other 77 6.4× 989
Showing 20 of 86 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
/news/ 40 45 0% 8.8× High JS Bloat
/titles/ 29 76 0% 7.4× High JS Bloat
/about/ 2 82 0% 3.6× Healthy
/contact/ 2 57 0% 13.0× High JS Bloat
/previews/ 2 39 0% 23.0× High JS Bloat
/products/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/security/ 1 57 0% 13.4× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/careers/ 1 77 0% 9.8× High JS Bloat
/blog/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/support/ 1 82 0% 2.9× Healthy
🔄 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/pragprog.com

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

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📊 Semantic Share of Voice

How often would an AI cite pragprog.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…

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to pragprog.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": "Pragprog",
  "url": "https://pragprog.com",
  "logo": "https://pragprog.com/logo.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": "Pragprog",
  "url": "https://pragprog.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://pragprog.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
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 Pragprog?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Pragprog does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Pragprog work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Pragprog."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
74
Projected Score
90
Improvement
+16 pts
Add Organization schema +6 pts
Add WebSite schema +4 pts
Reduce token bloat +3 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
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