interaction-design.org 65 C
🛡️ SEO 64 🤖 GEO 72 ⚡ Perf 52 🏗️ Arch 66

interaction-design.org — Global SEODiff Score 65/100

interaction-design.org
📊

With a solid 70/100 ACRI, interaction-design.org is well-positioned for AI search — better than 67% of sites in the Radar. Within the social vertical, this places interaction-design.org above the industry average of 57 —, suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. The token bloat ratio sits at a lean 4.1×, meaning the ratio of code to visible content is efficient — crawlers spend their token budget on actual 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.

65
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (52) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 6 snapshots
Mar 8 Mar 21
🔔 Recent AI Indexing Activity
🔄 Mar 21 Content change detected
📉 Mar 20 ACRI -1 (51→50)
🔄 Mar 18 Content change detected
🔄 Mar 9 Content change detected
📉 Mar 5 ACRI -7 (58→51)
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)64 × 0.25 = 16.0
🤖 AI Readiness / GEO (40% weight)72 × 0.40 = 28.8
⚡ Performance (20% weight)52 × 0.20 = 10.4
🏗️ Architecture & Trust (15% weight)66 × 0.15 = 9.9
Weighted sum = 16.0 + 28.8 + 10.4 + 9.9
Global SEODiff Score = 65 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
19
Structure
avg 35
42
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 2%
Rank #17622
+32 pts
Gap
AI (ACRI)
Top 33%
Score 70/100

interaction-design.org 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 interaction-design.org ranks here

Tech stackCustom / Proprietary
Industrysocial
RenderingSSR
Schema coverage1 blocks
Token bloat4.1×

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

64/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

46 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

136 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 3
  • ✓ Has <h2> headings — found 10
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://ixdf.org
  • ✓ 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 — UX Design Courses & Global UX Community
  • ✓ og:description — Discover the entire spectrum of UX design from 40 courses & local meetups. Learn from industry experts and gain recognized certificates.
  • ✓ 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

72/100 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 social sector, martin-sad.ru (ACRI: 87) 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 →
interaction-design.org
50
Your ACRI Score
87
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. martin-sad.ru has schema coverage of 63 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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 19/100 — Poor
Structured Elements 54 elements (54 lists, 0 rows, 0 headers)
Total Words5194
Raw Density1.0%
💡Low structure score (19/100). Your content appears as a wall of text with few structured HTML elements. You have 54 list items, 0 table rows, 0 table headers. Convert features into <ul> lists and data into <table> elements to help AI models extract structured information.

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 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

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

24%
🗑️ 76%
Useful Content (90.2 KB)Bloat (278.1 KB)
Token Bloat Ratio4.1× — Lean

Multimodal Readiness

Visual Context61% Optimized for Vision
Image Alt Coverage80 / 132 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

23 Entropy
Poor Token Bloat: High
Noise Ratio: 75.5% · SNR: 0.32 · Signal: 23103 / Noise: 71205 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 interaction-design.org 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
IxDF offers online design courses and master classes to help users advance their careers and improve the quality of life
Target Audience
UX designers, product managers, design students, career changers, and professionals seeking to improve their design skills.
Pricing Model
Annual membership: 29 CAD/month (flat fee), with courses available on an unlimited basis.
🏆 Competitive Moat
Combination of expert-led content, a vast library of open-source design literature, and a global community of learners, combined with industry recognition and university partnerships.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Template comparison pagesIntegration directory pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-01

🔧 Tech Stack

AI-Readiness Score50/100
Server
CDN
HTTP Status200
Load Time701 ms
Raw HTML Size368.4 KB
Visible Text Size90.2 KB

Performance & Speed

52/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

701 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

2218
DOM nodes
368 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-cache, private
  • ✗ 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

66/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

31
internal links
125
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 50/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for interaction-design.org
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/interaction-design.org" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=interaction-design.org" 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 124 pages · Deep-10

Homepage ACRI
50
Single-page score
+26
Subpages outperform homepage
Δ delta
Site-Wide ACRI
76
Avg across 124 pages · Range 0–85
Topical Cohesion
13%
Topical Drift
TF-IDF cosine similarity
Total Words
390756
Avg Bloat
10.3×
RAG Fractures [?]
6
⚠️
6 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 6 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.interaction-design.org/literature/article/how-to-design-with-ai-insights-from-the-ixdf-course
How to Design with AI: 5 Insights to Supercharge Your Work | IxDF
blog 85 7.1× 4446
https://www.interaction-design.org/literature/article/how-to-pair-fonts-a-practical-guide
How to Pair Fonts: A Practical Guide | IxDF
blog 85 8.7× 3418
https://www.interaction-design.org/literature/article/service-blueprint-template
Top Service Blueprint Templates | IxDF
pricing 85 8.4× 3734 💰 Pricing
https://www.interaction-design.org/literature/article/designing-the-smallest-possible-thing
Designing the Smallest Possible Thing | IxDF
pricing 85 7.2× 4004 💰 Pricing
https://www.interaction-design.org/literature/article/top-insights-ixdf-user-experience-course
Start Your UX Journey: Essential Insights for Success | IxDF
pricing 85 6.7× 5033 💰 Pricing
https://www.interaction-design.org/literature/article/learn-from-ixdf-design-thinking-course
Transform Your Creative Process with Design Thinking | IxDF
pricing 85 7.1× 4676 💰 Pricing
https://www.interaction-design.org/literature/article/user-personas-vs-customer
User Personas vs Customer Personas: What's the Difference? | IxDF
pricing 85 8.1× 3755 💰 Pricing
https://www.interaction-design.org/literature/article/micro-interactions-ux
The Role of Micro-interactions in Modern UX | IxDF
pricing 85 7.1× 4467 💰 Pricing
https://www.interaction-design.org/literature/article/common-ux-research-interview-questions
Common UX Research Interview Questions | IxDF
pricing 85 6.3× 5377 💰 Pricing
https://www.interaction-design.org/literature/article/ux-ui-tools-vs-design-principles
UX/UI Tools vs. Design Principles: What Are Hiring Managers Eager to See in Your Portfolio? | IxDF
blog 85 9.6× 3110
https://www.interaction-design.org/literature/article/the-building-blocks-of-visual-design
The Key Elements & Principles of Visual Design | IxDF
blog 85 6.7× 4837
https://www.interaction-design.org/literature/article/data-analysis-techniques
Data Analysis: Techniques, Tools, and Processes | IxDF
pricing 85 6.1× 6479 ⚠️ RAG Fracture
https://www.interaction-design.org/literature/article/ux-sitemap
What is a Sitemap in UX Design? | IxDF
pricing 85 8.3× 3860 💰 Pricing
https://www.interaction-design.org/literature/article/rating-scales-for-ux-research
Rating Scales in UX Research: The Ultimate Guide | IxDF
pricing 85 6.2× 5769 💰 Pricing
https://www.interaction-design.org/literature/article/prototyping-learn-eight-common-methods-and-best-practices
5 Common Low-Fidelity Prototypes and Their Best Practices | IxDF
blog 85 7.3× 4859
https://www.interaction-design.org/literature/article/what-does-a-ux-strategist-do
What Does a UX Strategist Do? | IxDF
pricing 85 7.7× 4184 💰 Pricing
https://www.interaction-design.org/literature/article/user-interface-designer
What Does a User Interface (UI) Designer Do? | IxDF
pricing 85 8.6× 3751 💰 Pricing
https://www.interaction-design.org/literature/article/enter-the-world-of-social-vr
Enter the World of Social VR | IxDF
pricing 85 9.8× 2876 💰 Pricing
https://www.interaction-design.org/literature/article/system-usability-scale
System Usability Scale for Data-Driven UX | IxDF
pricing 85 8.3× 3705 💰 Pricing
https://www.interaction-design.org/literature/article/design-thinking-select-the-right-team-members-and-start-facilitating
Three Steps to Facilitate Design Thinking in Your Team | IxDF
pricing 85 9.7× 3001 💰 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
/literature/ 113 80 0% 10.7× High JS Bloat
/blog/ 2 64 0% 14.9× High JS Bloat
/products/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 82 0% 4.9× Healthy
/contact/ 1 77 0% 6.7× High JS Bloat
/pricing/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 59 0% 20.4× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 124 pages
facebook.com ×118
x.com ×118
updatemybrowser.org ×118
instagram.com ×118
linkedin.com ×118
youtube.com ×118
pinterest.com ×112
medium.com ×9
🔄 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/interaction-design.org

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

🔗 Similar social Sites

Domains with a similar tech stack, industry, and AI readiness profile to interaction-design.org. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
interaction-design.org (this site) 50 70 Custom / Proprietary 4.1× 1
cgsh.com 75 79 Custom / Proprietary 2.8× 1 Compare →
arithmeticcalculator.com 75 77 Custom / Proprietary 2.7× 1 Compare →
krovelson.ru 75 83 Custom / Proprietary 2.6× 1 Compare →
store.shimamura.co.jp 75 80 Custom / Proprietary 3.2× 0 Compare →
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📊 Semantic Share of Voice

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

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for interaction-design.org:

Current Score
70
Projected Score
76
Improvement
+6 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).

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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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