pulumi.com 69 C
🛡️ SEO 75 🤖 GEO 66 ⚡ Perf 47 🏗️ Arch 96

pulumi.com — Global SEODiff Score 69/100

pulumi.com
📊

pulumi.com has earned a 86/100 ACRI — a tier-1 result that puts it ahead of 99% of sites in the SEODiff Radar. In the developer sector, pulumi.com outperforms the average (57), suggesting strong competitive positioning in AI search. The low ghost ratio (0%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. Heavy markup overhead (50.0× bloat) forces AI systems to wade through excess code before finding useful information. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. 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 Performance (47) is your bottleneck.
🎯 Top Fix: Reduce token bloat (70×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 8 snapshots
Feb 23 Mar 21
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than pulumi.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)75 × 0.25 = 18.8
🤖 AI Readiness / GEO (40% weight)66 × 0.40 = 26.4
⚡ Performance (20% weight)47 × 0.20 = 9.4
🏗️ Architecture & Trust (15% weight)96 × 0.15 = 14.4
Weighted sum = 18.8 + 26.4 + 9.4 + 14.4
Global SEODiff Score = 69 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
46
Structure
avg 35
82
Schema
avg 9
90
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 7%
Rank #67413
Aligned
Gap
AI (ACRI)
Top 1%
Score 86/100

pulumi.com has balanced Google and AI visibility — both rank roughly in the same tier. ACRI measures technical crawler readiness. Read the methodology →

Why pulumi.com ranks here

Tech stackHugo
Industrydeveloper
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

75/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

59 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

158 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 4
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.pulumi.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 — Infrastructure as Code Platform with Agentic AI – Pulumi
  • ✓ og:description — Pulumi is an infrastructure management platform to automate through infrastructure as code, secure with secrets management, and manage infrastructure with AI.
  • ✓ 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

66/100 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 developer sector, hikkoshizamurai.jp (ACRI: 88) 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 →
pulumi.com
59
Your ACRI Score
88
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. hikkoshizamurai.jp has schema coverage of 5 blocks and uses Custom / Proprietary. 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 46/100 — Fair
Structured Elements 100 elements (100 lists, 0 rows, 0 headers)
Total Words1546
Raw Density6.5%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ✅ Present
Total Schema Blocks1 block(s) — Basic (low value for AI)

Schema Coverage Map

4/7 schema types detected
✅ Organization
✅ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
✅ WebSite
💡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.

📐 AI Efficiency Metrics Docs

61
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability61/100 — AI models can partially extract answers from this page
Crawl CostHigh (85/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

1%
🗑️ 99%
Useful Content (10.4 KB)Bloat (715.3 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context79% Optimized for Vision
Image Alt Coverage107 / 136 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 725.7 KB, but only 10.4 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: 98.6% · SNR: 0.01 · Signal: 2674 / Noise: 183115 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 pulumi.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
Pulumi helps engineers ship infrastructure faster by enabling Infrastructure as Code in general-purpose languages, democratizing cloud usage.
Target Audience
Software engineers, DevOps engineers, cloud architects
Pricing Model
Open source SDK; Paid tiers for enterprise features and support (details not specified)
🔗 Integration Partners
GitHubSlack
🏆 Competitive Moat
AI-powered automation for infrastructure policy enforcement and remediation, combined with a strong community.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
Template comparison pagesIntegration directory pages
⚡ Key Pain Points
• Lack of structured FAQ schema
Analyzed by SEODiff AI · 2026-03-03

🔧 Tech Stack

FrameworkHugo
AI-Readiness Score90/100
ServerAmazonS3
CDN
HTTP Status200
Load Time625 ms
Raw HTML Size725.7 KB
Visible Text Size10.4 KB

Performance & Speed

47/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

625 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

2196
DOM nodes
726 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

96/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

243
internal links
27
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 59/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for pulumi.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/pulumi.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=pulumi.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 56 pages · Deep-10

Homepage ACRI
59
Single-page score
0
Consistent readability
Δ delta
Site-Wide ACRI
60
Avg across 56 pages · Range 0–75
Topical Cohesion
9%
Topical Drift
TF-IDF cosine similarity
Total Words
56273
Avg Bloat
54.6×
RAG Fractures [?]
2
⚠️
2 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 2 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://www.pulumi.com/docs/iac/guides/testing/unit/
Unit Testing Pulumi Programs | Pulumi Docs
pricing 75 12.2× 5658 💰 Pricing
https://pulumi.com/pricing
Pricing | Pulumi
pricing 75 11.2× 2886 ⚠️ RAG Fracture
https://www.pulumi.com/docs/iac/automation-api/getting-started-automation-api/
Getting Started with Automation API | Pulumi Docs
pricing 75 15.6× 3793 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/terraform/terraform-modules/
Import Terraform Modules | Pulumi for Terraform Users | Pulumi Docs
pricing 75 17.3× 3714 💰 Pricing
https://pulumi.com/about
About | Pulumi
pricing 75 10.2× 898 💰 Pricing
https://pulumi.com/blog
Blog | Pulumi Blog
blog 75 10.6× 1058
https://www.pulumi.com/docs/insights/policy/integrations/aws-organizations-tag-policies/
AWS Organizations Tag Policies | Pulumi Policy | Pulumi Docs
pricing 70 26.8× 1613 💰 Pricing
https://www.pulumi.com/docs/administration/onboarding-guide/ways-of-working/
Ways of working | Pulumi Docs
pricing 70 24.5× 1501 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/terraform/terraform-providers/
Use Terraform Providers | Pulumi for Terraform Users | Pulumi Docs
pricing 70 21.8× 2068 💰 Pricing
https://www.pulumi.com/docs/esc/integrations/dev-tools/github/
GitHub Integration | Pulumi ESC | Pulumi Docs
pricing 67 54.0× 674 💰 Pricing
https://www.pulumi.com/docs/administration/onboarding-guide/setting-up-for-success/
Setting up for success | Pulumi Docs
pricing 67 38.6× 918 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/aws/create-project/
Create a New Project | AWS | Pulumi Docs
pricing 67 43.1× 917 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/kubernetes/create-project/
Create a New Project | Kubernetes | Pulumi Docs
pricing 67 34.6× 1304 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/azure/create-project/
Create a New Project | Azure | Pulumi Docs
pricing 67 35.5× 1191 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/gcp/create-project/
Create a New Project | Google Cloud | Pulumi Docs
pricing 67 39.8× 1007 💰 Pricing
https://www.pulumi.com/docs/administration/onboarding-guide/migrating-to-pulumi/
Migrating to Pulumi | Pulumi Docs
pricing 67 52.7× 661 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/terraform/reference-state/
Reference Terraform State | Pulumi for Terraform Users | Pulumi Docs
pricing 67 24.3× 1991 💰 Pricing
https://www.pulumi.com/docs/insights/policy/integrations/snyk-policy/
Snyk Container Scanning | Pulumi Policy | Pulumi Docs
pricing 67 34.7× 1161 💰 Pricing
https://www.pulumi.com/docs/iac/get-started/aws/deploy-stack/
Deploy the Stack | AWS | Pulumi Docs
pricing 67 69.0× 501 💰 Pricing
https://www.pulumi.com/docs/insights/discovery/get-started/using-resource-explorer/
Using Research Explorer | Pulumi Insights | Pulumi Docs
pricing 67 55.1× 629 💰 Pricing
Showing 20 of 56 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
/docs/ 47 64 0% 60.4× High JS Bloat
/blog/ 1 75 0% 10.6× High JS Bloat
/case-studies/ 1 64 0% 47.7× High JS Bloat
/contact/ 1 37 0% 139.6× High JS Bloat
/products/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 75 0% 10.2× High JS Bloat
/features/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 75 0% 11.2× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 56 pages
slack.pulumi.com ×52
github.com ×52
app.pulumi.com ×52
pkg.go.dev ×47
support.pulumi.com ×6
x.com ×5
youtube.com ×5
linkedin.com ×5
🔄 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/pulumi.com

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

🔗 Similar developer Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
pulumi.com (this site) 59 86 Hugo 69.5× 1
jitterbit.com 82 88 WordPress 2.7× 1 Compare →
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gillmarine.com 82 84 WordPress 2.9× 1 Compare →
xn--80aefbvrodbz.xn--p1ai 83 90 WordPress 7.7× 1 Compare →
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📊 Semantic Share of Voice

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

Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 1% 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 Pulumi?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Pulumi does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Pulumi work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Pulumi."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
86
Projected Score
94
Improvement
+8 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
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
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