ubuntu.com 69 C
🛡️ SEO 47 🤖 GEO 82 ⚡ Perf 52 🏗️ Arch 96

ubuntu.com — Global SEODiff Score 69/100

ubuntu.com
📊

With a solid 73/100 ACRI, ubuntu.com is well-positioned for AI search — better than 75% of sites in the Radar. In the government sector, ubuntu.com outperforms the average (57), suggesting strong competitive positioning in AI search. Its server-rendered architecture ensures AI crawlers receive complete HTML on first request, a key advantage for extractability. With a 3.9× bloat ratio, the page delivers its content without excessive boilerplate, giving AI systems a clean extraction path. The complete absence of JSON-LD schema is a missed opportunity: even basic Organization markup would improve how AI crawlers understand this domain. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

69
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (47) is your bottleneck.
🎯 Top Fix: Add Organization + WebSite JSON-LD → +5–8 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 5 snapshots
Mar 2 Mar 18
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than ubuntu.com?
Run the same 40-signal audit on your own domain — free, instant results.
Scan Your Site Free →
🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)47 × 0.25 = 11.8
🤖 AI Readiness / GEO (40% weight)82 × 0.40 = 32.8
⚡ Performance (20% weight)52 × 0.20 = 10.4
🏗️ Architecture & Trust (15% weight)96 × 0.15 = 14.4
Weighted sum = 11.8 + 32.8 + 10.4 + 14.4
Global SEODiff Score = 69 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
64
Structure
avg 35
0
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.1%
Rank #217
+25 pts
Gap
AI (ACRI)
Top 25%
Score 73/100

ubuntu.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 ubuntu.com ranks here

Tech stackCustom / Proprietary
Industrygovernment
RenderingSSR
Schema coverage0 blocks
Token bloat3.9×

Fastest improvements

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

47/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

45 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

124 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 2
  • ✓ Has <h2> headings — found 32
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://ubuntu.com/
  • ✓ 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 — Enterprise Open Source and Linux | Ubuntu
  • ✓ og:description — Ubuntu is the modern, open source operating system on Linux for the enterprise server, desktop, cloud, and IoT.
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 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

82/100 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 government sector, gep.com (ACRI: 83) 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 →
ubuntu.com
62
Your ACRI Score
83
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. gep.com has schema coverage of 3 blocks and uses Drupal. 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 64/100 — Good
Structured Elements 242 elements (242 lists, 0 rows, 0 headers)
Total Words1987
Raw Density12.2%

🏷️ 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

64
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability64/100 — 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

25%
🗑️ 75%
Useful Content (52.3 KB)Bloat (151.5 KB)
Token Bloat Ratio3.9× — Lean

Multimodal Readiness

Visual Context79% Optimized for Vision
Image Alt Coverage50 / 63 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

27 Entropy
Poor Token Bloat: High
Noise Ratio: 74.3% · SNR: 0.35 · Signal: 13400 / Noise: 38787 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 ubuntu.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
Turns a computer into a dedicated, purpose-built smart device optimized for running a specific application or workload.
Target Audience
Companies, open source communities, developers, device manufacturers
Pricing Model
Free to download and use
🛡️ Compliance Standards
GDPREU GDPRCalifornia privacy law
🏆 Competitive Moat
Secure, self-healing, smart things with long-term security maintenance and clear privacy policies.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
instant appliance nowappliance guidelinesapp ecosystemprivacy policylong term securitytrusted infrastructurestandardized experience
⚡ Key Pain Points
• No clear call-to-action for commercial inquiries
• Geographic names in country selection
• Form fields for non-essential information
Analyzed by SEODiff AI · 2026-02-27

🔧 Tech Stack

AI-Readiness Score50/100
Servernginx/1.14.0 (Ubuntu)
CDN
HTTP Status200
Load Time659 ms
Raw HTML Size203.9 KB
Visible Text Size52.3 KB

Performance & Speed

52/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

659 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1704
DOM nodes
204 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=60, stale-while-revalidate=86400, stale-if-error=300
  • ✗ 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

96/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://ubuntu.com/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

190
internal links
51
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 62/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for ubuntu.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/ubuntu.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=ubuntu.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 329 pages · Deep-10

Homepage ACRI
62
Single-page score
-5
Consistent readability
Δ delta
Site-Wide ACRI
58
Avg across 329 pages · Range 0–80
Topical Cohesion
18%
Topical Drift
TF-IDF cosine similarity
Total Words
336335
Avg Bloat
22.7×
RAG Fractures [?]
18
⚠️
18 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 18 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://ubuntu.com/training
Training | Ubuntu
pricing 80 11.5× 1828 💰 Pricing
https://ubuntu.com/cloud/cloud-computing
What is a cloud computing? | Ubuntu
other 77 9.7× 1986
https://ubuntu.com/appliance/mosquitto/intel-nuc
Install mosquitto on an Intel NUC | Ubuntu
pricing 77 7.7× 3099 💰 Pricing
https://ubuntu.com/appliance/plex/intel-nuc
Install Plex on an Intel NUC | Ubuntu
pricing 77 8.6× 2710 💰 Pricing
https://ubuntu.com/appliance/lxd/intel-nuc
Install LXD on an Intel NUC | Ubuntu
pricing 77 8.4× 2795 💰 Pricing
https://ubuntu.com/appliance/plex/raspberry-pi
Install Plex on a Raspberry Pi | Ubuntu
pricing 77 9.4× 2585 💰 Pricing
https://ubuntu.com/appliance/adguard/raspberry-pi
Install AdGuard on a Raspberry Pi | Ubuntu
pricing 77 9.2× 2666 💰 Pricing
https://ubuntu.com/appliance/lxd/raspberry-pi
Install LXD on a Raspberry Pi | Ubuntu
pricing 77 9.3× 2658 💰 Pricing
https://ubuntu.com/appliance/openhab/intel-nuc
Install OpenHAB on an Intel NUC | Ubuntu
pricing 77 8.6× 2711 💰 Pricing
https://ubuntu.com/appliance/mosquitto/raspberry-pi
Install mosquitto on a Raspberry Pi | Ubuntu
pricing 77 8.4× 2962 💰 Pricing
https://ubuntu.com/appliance/nextcloud/intel-nuc
Install the Nextcloud Ubuntu Appliance on an Intel NUC | Ubuntu
pricing 77 8.6× 2710 💰 Pricing
https://ubuntu.com/appliance/mosquitto/raspberry-pi2
Install Mosquitto on a Raspberry Pi 2 | Ubuntu
pricing 77 9.1× 2687 💰 Pricing
https://ubuntu.com/appliance/nextcloud/raspberry-pi
Install Nextcloud on a Raspberry Pi - Ubuntu Appliance | Ubuntu
pricing 77 9.5× 2573 💰 Pricing
https://ubuntu.com/appliance/adguard/intel-nuc
Install AdGuard on an Intel NUC | Ubuntu
pricing 77 8.3× 2803 💰 Pricing
https://ubuntu.com/appliance/openhab/raspberry-pi
Install OpenHAB on a Raspberry Pi | Ubuntu
pricing 77 9.5× 2574 💰 Pricing
https://ubuntu.com/pricing/devices
Ubuntu IoT and device services | Ubuntu
pricing 67 13.7× 1534 💰 Pricing
https://ubuntu.com/kubernetes/resources
Kubernetes resources | Ubuntu
pricing 67 13.5× 2093 💰 Pricing
https://ubuntu.com/core/features
Features | Ubuntu Core | Ubuntu
pricing 67 15.1× 1453 💰 Pricing
https://ubuntu.com/hpc/use-cases
HPC use cases delivered through solutions from Canonical | Ubuntu
product 67 14.8× 1099
https://ubuntu.com/support/firefighting
Firefighting Support: enhanced cloud support from Canonical | Ubuntu
pricing 67 13.3× 1713 💰 Pricing
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
/appliance/ 33 68 0% 14.3× High JS Bloat
/download/ 26 60 0% 23.9× High JS Bloat
/credentials/ 21 53 0% 35.6× High JS Bloat
/security/ 20 61 0% 20.9× High JS Bloat
/certified/ 13 29 0% 35.8× High JS Bloat
/internet-of-things/ 12 62 0% 21.8× High JS Bloat
/pro/ 10 60 0% 11.2× High JS Bloat
/core/ 10 62 0% 21.1× High JS Bloat
/kubernetes/ 9 63 0% 18.2× High JS Bloat
/azure/ 9 63 0% 19.8× High JS Bloat
/cloud/ 7 65 0% 20.1× High JS Bloat
/ceph/ 7 60 0% 24.0× High JS Bloat
/desktop/ 7 62 0% 21.1× High JS Bloat
/openstack/ 7 58 0% 29.8× High JS Bloat
/aws/ 7 59 0% 23.3× High JS Bloat
🔄 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/ubuntu.com

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

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Domain ACRI AI Score Tech Stack Token Bloat Schema
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📊 Semantic Share of Voice

How often would an AI cite ubuntu.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

A 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.

46
Homepage ACRI
59
Inner Avg ACRI
-13
ACRI Delta
40%
Homepage Ghost
20%
Inner Avg Ghost
0
Drift Score [?]
Worst Inner Pages
46 40% pricing https://ubuntu.com/blog
46 40% docs https://ubuntu.com/containers/docs
64 20% pricing https://ubuntu.com/pricing/pro
🛡️

E-E-A-T Trust Signals

D 30/100

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

31 DOMAINS

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

193
Total Links
31
Unique Domains
12.9
Avg/Page
16%
Diversity
discourse.ubuntu.com github.com documentation.ubuntu.com tiktok.com linkedin.com ubuntu.social instagram.com canonical-robotics.readthedocs-hosted.com landscape.canonical.com facebook.com
🏘️ Outbound Neighborhood Trust Avg Trust: 36.4

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

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to ubuntu.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": "Ubuntu",
  "url": "https://ubuntu.com",
  "logo": "https://assets.ubuntu.com/v1/f38b9c7e-COF%20apple-touch-icon.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": "Ubuntu",
  "url": "https://ubuntu.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://ubuntu.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 Ubuntu?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Ubuntu does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Ubuntu work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Ubuntu."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
73
Projected Score
86
Improvement
+13 pts
Add Organization schema +6 pts
Add WebSite schema +4 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

1.3
AI-Trust
#1368
Global Rank
22%
Percentile
21
Inbound AI Links
20
Outbound AI Links
47
Avg Inbound ACRI
19%
AI-Restricted Backlinks
Top AI Referrers
Domain ACRI AI-Trust Direction
planisys.net 68 0.0 ← cites you
maas.io 63 0.0 ← cites you
ubuntulinux.org 62 0.0 ← cites you
serverman.de 59 0.0 ← cites you
rodsbooks.com 54 0.0 ← cites you
mate-desktop.org 53 0.0 ← cites you
serversure.net 52 0.0 ← cites you
hm.fyi 50 0.0 ← cites you
ubuntu-mate.org 49 0.0 ← cites you
yer.az 46 0.0 ← cites you
View Full AI-Trust Leaderboard →
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