inospin.com 59 D
🛡️ SEO 59 🤖 GEO 71 ⚡ Perf 21 🏗️ Arch 77

inospin.com — Global SEODiff Score 59/100

inospin.com
📊

The AI-Readiness profile for inospin.com is strong: an ACRI of 83/100 places it ahead of 97% of domains in the index. In the education sector, inospin.com outperforms the average (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. A tight 2.2× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. Structured data coverage is solid at 2 blocks, covering core entities — expanding to include FAQ or Breadcrumb schemas could strengthen the profile further. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

59
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Performance (21) has the most room for improvement.
🎯 Top Fix: Monitor weekly to catch regressions early
⚠️ Crawl Blocked: Fetch failed (network timeout / connection error)
🔬 Automated SEODiff Assessment · Snapshot: Mar 13, 2026 · 📋 API
📈 ACRI Trend 9 snapshots
Feb 23 Mar 13
🔔 Recent AI Indexing Activity
🔄 Mar 13 Content change detected
🔄 Mar 12 Content change detected
🔄 Mar 12 Content change detected
🔄 Mar 11 Content change detected
📈 Mar 9 ACRI +40 (29→69)
Does your site score higher than inospin.com?
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)59 × 0.25 = 14.8
🤖 AI Readiness / GEO (40% weight)71 × 0.40 = 28.4
⚡ Performance (20% weight)21 × 0.20 = 4.2
🏗️ Architecture & Trust (15% weight)77 × 0.15 = 11.5
Weighted sum = 14.8 + 28.4 + 4.2 + 11.5
Global SEODiff Score = 59 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
62
Structure
avg 35
44
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 50%+
Rank #533980
-50 pts
Gap
AI (ACRI)
Top 3%
Score 83/100

inospin.com ranks much higher on Google (Tranco Top 50%+) than in AI search (Top 3%). This is the 'Visibility Gap' pattern — implementing the recommendations above can help close the AI gap. ACRI measures technical crawler readiness. Read the methodology →

Why inospin.com ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage2 blocks
Token bloat2.2×

Fastest improvements

  • You’re already in decent shape — the next moat is monitoring drift over time.
  • 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…

⚠️ Crawl Failed: Anti-Bot Protection Detected

Fetch failed (network timeout / connection error)

The scores below may not reflect actual site quality. The crawler received a challenge page instead of real content.

🛡️

Traditional SEO

59/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

7 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

179 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

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

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — inospin
  • ✓ og:description — The #1 network in Pharma & Biotech, Veterinary, Crop Science & Agriculture, Food & Beverages, Medtech, Consumer Care & Cosmetics, Chemistry, Material Sciences, IT and Engineering.
  • ✗ og:image
  • ✓ 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

71/100 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 education sector, melbourneschool.com (ACRI: 86) 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 →
inospin.com
39
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. melbourneschool.com has schema coverage of 4 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 62/100 — Good
Structured Elements 205 elements (205 lists, 0 rows, 0 headers)
Total Words1802
Raw Density11.4%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks2 block(s) — Basic (low value for AI)

Schema Coverage Map

2/7 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.

📐 AI Efficiency Metrics Docs

75
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability75/100 — AI models can easily 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

45%
🗑️ 55%
Useful Content (145.4 KB)Bloat (173.9 KB)
Token Bloat Ratio2.2× — Lean

Multimodal Readiness

Visual Context4% Optimized for Vision
Image Alt Coverage1 / 28 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 4% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

70 Entropy
Fair Token Bloat: Medium
Noise Ratio: 54.5% · SNR: 0.84 · Signal: 37222 / Noise: 44506 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 inospin.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
Inospin is a partnering network connecting scientific innovators across academia, startups, and industry to facilitate collaboration and accelerate innovation in
Target Audience
Researchers, scientists, startups, industry professionals (pharmaceuticals, biotechnology, materials science), academic institutions, and venture capitalists.
Pricing Model
The platform operates on a tiered subscription model, with options for individual researchers and larger organizations, offering varying levels of access to the network and its resources. Pricing details are available upon request.
🔗 Integration Partners
BlockchainAPI
🏆 Competitive Moat
The network’s strength lies in its curated community of experts and its focus on facilitating in-depth collaboration, driven by AI-powered matching and a robust Material Transfer Agreement system.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-25

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
ServerApache
CDN
HTTP Status200
Load Time3379 ms
Raw HTML Size319.3 KB
Visible Text Size145.4 KB

Performance & Speed

21/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

3379 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

3055
DOM nodes
319 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-store, no-cache, must-revalidate
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

1
tracker scripts
1
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
googletagmanager.com
📐 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 → https://www.inospin.com/wp-content/uploads/sitemaps/inospin-members-sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

215
internal links
1
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 → fr
  • ✓ 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 is currently blocking AI crawlers. Unblock them and rescan to earn your AI-Verified badge.

AI-Verified badge for inospin.com
Unverified — crawl access is blocked
<a href="https://seodiff.io/radar/domains/inospin.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=inospin.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 10 pages · Deep-10

Homepage ACRI
39
Single-page score
+25
Subpages outperform homepage
Δ delta
Site-Wide ACRI
64
Avg across 10 pages · Range 64–64
Total Words
17853
Avg Bloat
36.5×
Page Type ACRI Token Bloat Words Status
https://inospin.com/pricing
inospin
pricing 64 36.5× 1791
https://inospin.com/about
inospin
pricing 64 36.6× 1783 💰 Pricing
https://inospin.com/features
inospin
product 64 36.1× 1813
https://inospin.com/products
inospin
pricing 64 36.9× 1765 💰 Pricing
https://inospin.com/blog
inospin
pricing 64 36.3× 1797 💰 Pricing
https://inospin.com/docs
inospin
pricing 64 36.7× 1780 💰 Pricing
https://inospin.com/case-studies
inospin
pricing 64 36.5× 1784 💰 Pricing
https://inospin.com/contact
inospin
support 64 36.4× 1796
https://inospin.com/faq
inospin
pricing 64 36.5× 1785 💰 Pricing
https://inospin.com/integrations
inospin
pricing 64 36.9× 1759 💰 Pricing
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/docs/ 1 64 0% 36.7× High JS Bloat
/faq/ 1 64 0% 36.5× High JS Bloat
/products/ 1 64 0% 36.9× High JS Bloat
/pricing/ 1 64 0% 36.5× High JS Bloat
/about/ 1 64 0% 36.6× High JS Bloat
/blog/ 1 64 0% 36.3× High JS Bloat
/case-studies/ 1 64 0% 36.5× High JS Bloat
/contact/ 1 64 0% 36.4× High JS Bloat
/features/ 1 64 0% 36.1× High JS Bloat
/integrations/ 1 64 0% 36.9× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 10 pages
linkedin.com ×10
🔄 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/inospin.com

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

🔗 Similar education Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
inospin.com (this site) 39 83 WordPress 2.2× 2
gonouniversity.edu.bd 64 74 WordPress 2.9× 1 Compare →
nutrislice.com 64 74 WordPress 3.0× 1 Compare →
eduroam.us 64 74 WordPress 5.4× 1 Compare →
corizo.in 64 76 WordPress 6.1× 1 Compare →
lemoyne.edu 64 82 WordPress 7.8× 2 Compare →
Compare All 5 Similar Sites →

📊 Semantic Share of Voice

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

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 Inospin?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Inospin does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Inospin work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Inospin."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
83
Projected Score
86
Improvement
+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
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
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