windriver.com 68 C
🛡️ SEO 46 🤖 GEO 82 ⚡ Perf 59 🏗️ Arch 77

windriver.com — Global SEODiff Score 68/100

windriver.com
📊

windriver.com achieves a 77/100 on the AI-Crawler Reality Index, reflecting above-average readiness for AI-driven discovery. In the developer sector, windriver.com outperforms the average (57), 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. A 7.3× bloat ratio is typical for sites in this tech tier — not wasteful, but streamlining could further boost extractability. No structured data was detected, which means AI systems must infer all entities and relationships from raw HTML alone. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

68
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (46) is your bottleneck.
🎯 Top Fix: Add Organization + WebSite JSON-LD → +5–8 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 19, 2026 · 📋 API
📈 ACRI Trend 7 snapshots
Feb 23 Mar 19
🔔 Recent AI Indexing Activity
📉 Mar 14 ACRI -1 (63→62)
Does your site score higher than windriver.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)46 × 0.25 = 11.5
🤖 AI Readiness / GEO (40% weight)82 × 0.40 = 32.8
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)77 × 0.15 = 11.5
Weighted sum = 11.5 + 32.8 + 11.8 + 11.5
Global SEODiff Score = 68 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
73
Structure
avg 35
0
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 4%
Rank #35316
+11 pts
Gap
AI (ACRI)
Top 14%
Score 77/100

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

Why windriver.com ranks here

Tech stackDrupal
Industrydeveloper
RenderingSSR
Schema coverage0 blocks
Token bloat7.3×

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

46/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

44 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

145 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 12
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.windriver.com/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ✅ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — New Home Page
  • ✗ 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

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 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 →
windriver.com
62
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 73/100 — Good
Structured Elements 137 elements (137 lists, 0 rows, 0 headers)
Total Words849
Raw Density16.1%

🏷️ 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

61
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability61/100 — 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

13%
🗑️ 87%
Useful Content (39.5 KB)Bloat (248.2 KB)
Token Bloat Ratio7.3× — Normal

Multimodal Readiness

Visual Context85% Optimized for Vision
Image Alt Coverage11 / 13 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: 86.3% · SNR: 0.16 · Signal: 10108 / Noise: 63538 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 windriver.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
Wind River provides a cloud-based project management platform designed for distributed engineering teams, focusing on sprint planning and resource optimization.
Target Audience
Engineering managers, product managers, software development teams, and DevOps professionals.
Pricing Model
Subscription-based, with tiered pricing based on team size and features. Contact for custom pricing.
🔗 Integration Partners
SlackGitHubJiraScaleILTektronikAlpha X1AexusWind River GmbH
🛡️ Compliance Standards
SOC 2
🏆 Competitive Moat
AI-powered sprint planning and real-time resource optimization, combined with a comprehensive suite of project management tools.
📊 Content Depth
6/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• No structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

FrameworkDrupal
AI-Readiness Score70/100
Servernginx
CDN
HTTP Status200
Load Time743 ms
Raw HTML Size287.7 KB
Visible Text Size39.5 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

743 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1088
DOM nodes
288 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=300, public
  • ✗ 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

77/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

163
internal links
7
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 windriver.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/windriver.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=windriver.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 91 pages · Deep-10

Homepage ACRI
62
Single-page score
-13
Moderate hidden bloat
Δ delta
Site-Wide ACRI
50
Avg across 91 pages · Range 0–59
🔍
Hidden Bloat Detected

Homepage scores 62, but internal pages average only 50 — a -13-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
16%
Topical Drift
TF-IDF cosine similarity
Total Words
69601
Avg Bloat
150.1×
Page Type ACRI Token Bloat Words Status
https://www.windriver.com/blog/enabling-automatic-testing-of-anything-with-simics
Automating Software Testing with Simics | Wind River Blog
blog 59 30.3× 1689
https://www.windriver.com/blog/using-simics-and-simulation-in-iec61508-safety-critical-systems-an-interview-with-andreas-buchwieser
Safety-Critical Systems Development with Simics - Wind River Blog
blog 59 23.7× 2236
https://www.windriver.com/blog/sealing-data-with-tpm-on-vxworks
Securing Data with TPM on VxWorks - Wind River Blog
pricing 59 28.5× 1794 💰 Pricing
https://www.windriver.com/blog/continuous-delivery-embedded-systems-and-simulation
Continuous Delivery for Embedded Systems and Simulation | Wind River Blog
blog 59 24.8× 2119
https://www.windriver.com/blog/china-telecom-completes-virtual-ims-proof-of-concept-based-on-titanium-server
China Telecom Completes Virtual IMS on Wind River Titanium Cloud
pricing 59 40.0× 1262 💰 Pricing
https://www.windriver.com/blog/auvsi-2015-why-it-was-such-a-success
AUVSI 2015 Review: Unmanned Systems & DroneComm Success
blog 59 37.6× 1347
https://www.windriver.com/blog/10-cve-scanner-must-haves-for-security-success
10 Essential CVE Scanner Features for Enhanced Security - Wind River Blog
blog 59 25.7× 2082
https://www.windriver.com/blog/will-new-cran-architecture-be-the-trigger-for-widespread-deployments
Understanding CRAN Architecture and Its Impact on Telecom Spending
pricing 59 38.5× 1315 💰 Pricing
https://www.windriver.com/blog/how-virtual-switch-performance-improves-service-provider-opex
How Virtual Switch Improves Service Provider OPEX: Explained
blog 59 37.3× 1356
https://windriver.com/contact
Contact Us -Intelligent Systems | Wind River
support 59 35.7× 2122
https://windriver.com/pricing
Professional Linux Services & Security - Wind River Studio
pricing 56 93.2× 758 💰 Pricing
https://www.windriver.com/blog/vxworks-653-platform-achieves-first-face-operating-system-segment-certification
VxWorks 653 Achieves First FACE OS Certification
blog 56 91.1× 532
https://www.windriver.com/blog/advancing-airborne-safety-with-face-in-the-digital-battlespace
FACE™: Advancing Airborne Safety in the Digital Battlespace
pricing 56 64.3× 761 💰 Pricing
https://www.windriver.com/blog/the-simics-agent-automating-tasks-in-the-target-from-the-outside-with-video
Simics Agent: Automating Tasks in Target Systems | Wind River Blog
blog 56 43.1× 1155
https://www.windriver.com/blog/intelligent-platforms-for-intelligent-industries
Industrial IoT Solutions with Wind River IDP
blog 56 56.1× 878
https://www.windriver.com/blog/making-iot-real-with-intelligent-gateways
Making IoT Real With Intelligent Gateways | Wind River Blog
blog 56 69.0× 695
https://www.windriver.com/blog/hackers-crackers-and-pirates-how-to-protect-embedded-devices-in-the-internet-of-things
Embedded Device Security in the IoT Era: Risks & Solutions
blog 56 78.1× 623
https://www.windriver.com/blog/automated-requirements-based-testing-from-qa-systems-cantata-with-wind-river-workbench
Automated Testing & Requirement Coverage with QA Systems Cantata
pricing 56 53.4× 929 💰 Pricing
https://www.windriver.com/blog/onboarding-journey-at-wind-river
A Closer Look at Wind River’s Onboarding Journey | Wind River Blog
pricing 56 60.6× 808 💰 Pricing
https://www.windriver.com/blog/wind-river-titanium-server-brings-telco-reliability-to-dell-emc-nfv-infrastructure-platform
Dell EMC & Wind River: Enhancing Telco Reliability with NFV Infrastructure
blog 56 50.5× 989
Showing 20 of 91 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
/blog/ 75 55 0% 68.1× High JS Bloat
/japan/ 4 40 0% 409.6× High JS Bloat
/acceleration-program/ 2 26 0% 2340.8× High JS Bloat
/products/ 1 56 0% 61.9× High JS Bloat
/contact/ 1 59 0% 35.7× High JS Bloat
/pricing/ 1 56 0% 93.2× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 0 0% 0.0× Low AI Readiness
/ip-services/ 1 26 0% 2045.5× High JS Bloat
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 91 pages
support2.windriver.com ×85
aptiv.com ×85
twitter.com ×85
youtube.com ×85
docs.windriver.com ×85
linkedin.com ×85
windriver.com.cn ×85
facebook.com ×85
🔄 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/windriver.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 windriver.com. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
windriver.com (this site) 62 77 Drupal 7.3× 0
xn--80aefbvrodbz.xn--p1ai 83 90 WordPress 7.7× 1 Compare →
jitterbit.net 82 88 WordPress 2.7× 1 Compare →
lode777true.com 86 95 Cloudflare Pages 4.7× 1 Compare →
fastpng.com 84 90 WordPress 3.9× 2 Compare →
furunavi.jp 82 90 WordPress 3.9× 3 Compare →
Compare All 5 Similar Sites →

📊 Semantic Share of Voice

How often would an AI cite windriver.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 windriver.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": "Windriver",
  "url": "https://windriver.com",
  "logo": "https://windriver.com/sites/default/files/wr-icon_3.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": "Windriver",
  "url": "https://windriver.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://windriver.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 Windriver?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Windriver does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Windriver work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Windriver."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
77
Projected Score
93
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).

Is this your company?

Monitor your AI visibility score weekly and get alerted when changes happen.

Start Free →

🧭 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.
Free Deep Audit → GSC Error Guide →