mirantis.com 63 C
🛡️ SEO 58 🤖 GEO 62 ⚡ Perf 47 🏗️ Arch 93

mirantis.com — Global SEODiff Score 63/100

mirantis.com
📊

With a solid 77/100 ACRI, mirantis.com is well-positioned for AI search — better than 86% of sites in the Radar. Within the government vertical, this places mirantis.com above the industry average of 57 —, suggesting strong competitive positioning in AI search. Content is delivered server-side, meaning bots and AI agents can parse the full page without executing JavaScript. Heavy markup overhead (50.0× bloat) forces AI systems to wade through excess code before finding useful information. 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.

63
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (47) is your bottleneck.
🎯 Top Fix: Reduce token bloat (167×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 16, 2026 · 📋 API
📈 ACRI Trend 6 snapshots
Feb 23 Mar 16
🔔 Recent AI Indexing Activity
🔄 Mar 10 Content change detected
Does your site score higher than mirantis.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)58 × 0.25 = 14.5
🤖 AI Readiness / GEO (40% weight)62 × 0.40 = 24.8
⚡ Performance (20% weight)47 × 0.20 = 9.4
🏗️ Architecture & Trust (15% weight)93 × 0.15 = 13.9
Weighted sum = 14.5 + 24.8 + 9.4 + 13.9
Global SEODiff Score = 63 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
40
Structure
avg 35
42
Schema
avg 9
80
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 5%
Rank #48396
+10 pts
Gap
AI (ACRI)
Top 14%
Score 77/100

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

Why mirantis.com ranks here

Tech stackNuxt.js
Industrygovernment
RenderingSSR
Schema coverage1 blocks
Token bloat50×+

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

58/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

53 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

102 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 9
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.mirantis.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 — Build AI Infrastructure Your Way, Anywhere | Mirantis
  • ✓ og:description — The simple and frictionless way to manage AI workload clusters across clouds, on-prem, hybrid and edge
  • ✓ 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

62/100 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 →
mirantis.com
51
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 40/100 — Fair
Structured Elements 53 elements (53 lists, 0 rows, 0 headers)
Total Words1089
Raw Density4.9%

🏷️ Schema Health Docs

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

Schema Coverage Map

1/7 schema types detected
✅ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
❌ WebSite
💡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

48
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability48/100 — AI models can partially extract answers from this page
Crawl CostHigh (100/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

1%
🗑️ 99%
Useful Content (9.0 KB)Bloat (1491.5 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage58 / 58 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 1500.4 KB, but only 9.0 KB is text. 1% useful / 99% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (50×+) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 99.4% · SNR: 0.01 · Signal: 2294 / Noise: 381817 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 mirantis.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
Mirantis empowers organizations to build and manage AI infrastructure on any platform, automating the discovery, integration, and operation of cloud
Target Audience
DevOps engineers, cloud architects, data scientists, AI/ML engineers, IT managers, and government/public sector IT professionals.
Pricing Model
Subscription-based, with tiered pricing based on usage and features. Contact for custom pricing.
🔗 Integration Partners
KubernetesOpenStackDockerLens
🛡️ Compliance Standards
SOC 2PCI DSSGDPR
🏆 Competitive Moat
Mirantis’s deep expertise in Kubernetes and open-source technologies, combined with its focus on sovereign cloud solutions and comprehensive lifecycle management, provides a strong competitive advantage.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pagesCase studies
⚡ Key Pain Points
• Complex Kubernetes deployments
• Multi-cloud infrastructure management
• Lack of vendor lock-in
• Difficulty in securing AI workloads
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

FrameworkNuxt.js
AI-Readiness Score80/100
Server
CDN
HTTP Status200
Load Time521 ms
Raw HTML Size1500.4 KB
Visible Text Size9.0 KB

Performance & Speed

47/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

521 ms
Acceptable — room for improvement

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

📦 Page Weight

1736
DOM nodes
1500 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ 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

93/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

149
internal links
12
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 51/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for mirantis.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/mirantis.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=mirantis.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 76 pages · Deep-10

Homepage ACRI
51
Single-page score
+2
Consistent readability
Δ delta
Site-Wide ACRI
54
Avg across 76 pages · Range 0–74
Topical Cohesion
14%
Topical Drift
TF-IDF cosine similarity
Total Words
49700
Avg Bloat
15.6×
Page Type ACRI Token Bloat Words Status
https://www.mirantis.com/company/general-privacy-notice/
General Privacy Notice | Mirantis
about 74 6.4× 1883
https://www.mirantis.com/company/solution-provider-appendices/
Solution Provider Program Appendix | Mirantis
pricing 74 5.9× 2157 💰 Pricing
https://www.mirantis.com/company/security-compliance/
Mirantis Security & Compliance: Standards Overview
about 74 8.9× 1306
https://www.mirantis.com/company/technology-partner-appendices/
Technology Partner Program Appendix 4.7.2020 | Mirantis
pricing 74 6.8× 1801 💰 Pricing
https://www.mirantis.com/company/services-descriptions/
Services Descriptions
pricing 74 5.1× 2817 💰 Pricing
https://www.mirantis.com/company/investors/
Mirantis Investors
pricing 74 8.5× 1461 💰 Pricing
https://www.mirantis.com/resources/dutch-cloud-native-day-2025/
Dutch Cloud Native Day 2025 | Mirantis
blog 72 13.4× 1056
https://www.mirantis.com/company/terms-of-use/ about 66 13.7× 4340
https://www.mirantis.com/about/
About | Mirantis
about 64 13.3× 1274
https://www.mirantis.com/resources/ai-at-the-edge-core-and-cloud-building-gpu-clouds-for-the-next-era-of-intelligent-applications/
AI at the Edge, Core, and Cloud: Building GPU Clouds for the Next Era of Intelligent Applications
blog 64 21.4× 501
https://www.mirantis.com/resources/automating-vmware-migration-from-transitioning-workloads-to-day-2-operations/
Automating VMware Migration: From Transitioning Workloads to Day 2 Operations
blog 64 21.1× 511
https://www.mirantis.com/resources/all-infrastructure-is-ai-infrastructure-rethinking-platforms-for-the-ai-era-raise-summit-2025/
All Infrastructure is AI Infrastructure: Rethinking Platforms for the AI Era | RAISE Summit 2025
blog 61 19.4× 549
https://www.mirantis.com/resources/application-mobility-with-trillio/
Application Mobility and Disaster Recovery with Trilio and Mirantis
blog 61 17.2× 616
https://www.mirantis.com/resources/cloud-repatriation-checklist/
Cloud Repatriation Checklist | Mirantis
pricing 61 18.8× 558 💰 Pricing
https://www.mirantis.com/resources/cloud-your-way-the-mirantis-stack/
Cloud, Your Way: The Mirantis Stack
blog 61 18.4× 577
https://www.mirantis.com/resources/clusterapi-on-bare-metal-machines-no-problem-with-k0smotron-by-mirantis/
ClusterAPI on Bare Metal machines? No Problem with k0smotron by Mirantis | Mirantis
pricing 61 19.4× 549 💰 Pricing
https://www.mirantis.com/resources/containers-and-kubernetes-for-government/
Containers and Kubernetes for Government
blog 61 19.1× 554
https://www.mirantis.com/resources/Definitive-Guide-Container-Platforms/
The Definitive Guide to Container Platforms | Mirantis
blog 61 19.6× 535
https://www.mirantis.com/resources/deploy-new-k8s-clusters-on-aws-and-azure-k0rdent-demo-pt-1-create-and-apply-clusterdeployment/
Deploy New K8s Clusters on AWS and Azure - k0rdent Demo Pt. 1: Create and Apply ClusterDeployment
blog 61 19.5× 546
https://www.mirantis.com/resources/docker-enterprise-stig-compliance/
Docker Enterprise Stig Compliance
blog 61 18.0× 601
Showing 20 of 76 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
/resources/ 51 57 0% 18.5× High JS Bloat
/company/ 13 65 0% 11.9× High JS Bloat
/about/ 2 60 0% 12.9× High JS Bloat
/features/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 46 0% 15.2× High JS Bloat
/pricing/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 56 0% 12.9× High JS Bloat
/blog/ 1 61 0% 15.3× High JS Bloat
/public-sector-solutions/ 1 56 0% 15.2× High JS Bloat
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
🔄 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/mirantis.com

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

🔗 Similar government Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
mirantis.com (this site) 51 77 Nuxt.js 167.4× 1
jobwebkenya.com 75 88 WordPress 3.2× 1 Compare →
guelph.ca 75 85 WordPress 4.6× 1 Compare →
info.hach.com 75 86 Custom / Proprietary 6.0× 1 Compare →
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Compare All 5 Similar Sites →

📊 Semantic Share of Voice

How often would an AI cite mirantis.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 mirantis.com. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

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": "Mirantis",
  "url": "https://mirantis.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://mirantis.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 0% 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 Mirantis?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Mirantis does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Mirantis work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Mirantis."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
77
Projected Score
89
Improvement
+12 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
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