cults3d.com 67 C
🛡️ SEO 66 🤖 GEO 76 ⚡ Perf 39 🏗️ Arch 82

cults3d.com — Global SEODiff Score 67/100

cults3d.com
📊

With a solid 75/100 ACRI, cults3d.com is well-positioned for AI search — better than 81% of sites in the Radar. Within the infrastructure vertical, this places cults3d.com above the industry average of 58 —, 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 tight 3.5× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. The site includes 2 schema blocks, providing adequate structured data for basic entity recognition. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

67
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (39) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Feb 28, 2026 · 📋 API
📈 ACRI Trend 22 snapshots
Feb 22 Feb 28
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than cults3d.com?
Run the same 40-signal audit on your own domain — free, instant results.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)66 × 0.25 = 16.5
🤖 AI Readiness / GEO (40% weight)76 × 0.40 = 30.4
⚡ Performance (20% weight)39 × 0.20 = 7.8
🏗️ Architecture & Trust (15% weight)82 × 0.15 = 12.3
Weighted sum = 16.5 + 30.4 + 7.8 + 12.3
Global SEODiff Score = 67 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
34
Structure
avg 36
44
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.5%
Rank #5246
+19 pts
Gap
AI (ACRI)
Top 19%
Score 75/100

cults3d.com 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 cults3d.com ranks here

Tech stackRuby on Rails
RenderingSSR
Schema coverage2 blocks
Token bloat3.5×

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…
🛡️

Traditional SEO

66/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

60 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

161 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 11
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://cults3d.com/en
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ✓ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✗ og:title
  • ✗ 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

76/100 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 infrastructure sector, safely.co.jp (ACRI: 90) 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 →
cults3d.com
59
Your ACRI Score
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. safely.co.jp has schema coverage of 3 blocks and uses WordPress. 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 34/100 — Low
Structured Elements 114 elements (114 lists, 0 rows, 0 headers)
Total Words3240
Raw Density3.5%
💡Low structure score (34/100). Your content appears as a wall of text with few structured HTML elements. You have 114 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 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

66
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability66/100 — 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

28%
🗑️ 72%
Useful Content (95.1 KB)Bloat (233.5 KB)
Token Bloat Ratio3.5× — Lean

Multimodal Readiness

Visual Context31% Optimized for Vision
Image Alt Coverage40 / 128 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 31% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

38 Entropy
Poor Token Bloat: High
Noise Ratio: 71.1% · SNR: 0.41 · Signal: 24340 / Noise: 59787 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

A local LLM (mlx-community/gemma-3-4b-it-qat-4bit) analyzed the extracted content of cults3d.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
Cults is a 3D printing marketplace and community platform connecting designers with buyers and providing resources for 3D printing enthusiasts.
Target Audience
3D model designers, hobbyists, makers, and 3D printing enthusiasts seeking 3D models and printing resources.
Pricing Model
Subscription-based, with tiered plans offering varying levels of access to the marketplace and community features. Individual model purchases are also available.
🔗 Integration Partners
PayPalWeChat Pay
🏆 Competitive Moat
Large community of 3D model designers and a comprehensive ecosystem of resources (Maker Toolbox) for 3D printing, fostering a strong network effect.
📊 Content Depth
6/10
🔄 Programmatic SEO Signals
‘Upload’ button placement‘Download’ button placement‘Community’ button placement‘Maker Toolbox’ mentions
⚡ Key Pain Points
• Complex file download process (ZIP files)
• Lack of structured organization for saved designs (collections)
• Potential difficulties in recycling 3D prints
Model: mlx-community/gemma-3-4b-it-qat-4bit · Analyzed: 2026-02-28 · Data extracted from the site’s main content via strict JSON prompting.

🔧 Tech Stack

FrameworkRuby on Rails
AI-Readiness Score70/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time1333 ms
Raw HTML Size328.6 KB
Visible Text Size95.1 KB

Performance & Speed

39/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1333 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

2022
DOM nodes
329 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=0, private, must-revalidate
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 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

82/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://cults3d.com/sitemap.xml.gz
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

244
internal links
13
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 59/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for cults3d.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/cults3d.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=cults3d.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 874 pages · Deep-10

Homepage ACRI
59
Single-page score
-6
Moderate hidden bloat
Δ delta
Site-Wide ACRI
53
Avg across 874 pages · Range 26–82
Topical Cohesion
18%
Topical Drift
TF-IDF cosine similarity
Total Words
555968
Avg Bloat
50.8×
RAG Fractures [?]
14
⚠️
14 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 14 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://cults3d.com/en/questions
Frequently Asked Questions・Cults
pricing 82 3.5× 6529 ⚠️ RAG Fracture
https://cults3d.com/en/blog/articles/tattooing-and-3d-printing-is-there-a-connection
Tattooing and 3D Printing: Is There A Connection?・Cults
blog 77 8.8× 2237
https://cults3d.com/en/blog/articles/how-3d-printing-is-transforming-the-healthcare-industry
How 3D Printing is Transforming the Healthcare Industry・Cults
pricing 77 8.5× 2222 💰 Pricing
https://cults3d.com/en/blog/articles/11-steps-edit-stl-files-meshmixer
11 Steps to Remix Designs in Meshmixer・Cults
blog 77 9.3× 2274
https://cults3d.com/en/blog/articles/how-much-does-a-3d-printer-cost
How Much Does A 3D Printer Cost?・Cults
blog 77 9.0× 2152
https://cults3d.com/en/blog/articles/pr-aufero-laser-2-the-fastest-laser-engraver-ever-is-it-actually-made-for-novices
PR Aufero Laser 2 : The fastest laser engraver ever, is it actually made for novices?・Cults
blog 77 10.0× 2294
https://cults3d.com/en/licenses
About the licenses on Cults・Cults
other 77 5.2× 3875
https://cults3d.com/en/blog/articles/dematerialization-objects-3d-printing
Towards a dematerialization of objects thanks to 3D printing.・Cults
blog 67 10.7× 1900
https://cults3d.com/en/blog/articles/how-to-paint-3d-printing
Learn How to Paint Your 3D Prints Like a Pro!・Cults
blog 67 12.8× 1548
https://cults3d.com/en/blog/articles/getting-started-with-3d-printing-the-guide-for-beginners
Getting Started with 3D Printing: The Guide for Beginners・Cults
blog 67 14.0× 1310
https://cults3d.com/en/blog/articles/how-to-apply-a-3d-printing-paint
How to apply a 3D printing paint ?・Cults
blog 67 11.4× 1747
https://cults3d.com/en/blog/articles/tips-on-3d-printing-using-high-quality-images
Tips on 3D Printing Using High-Quality Images・Cults
blog 67 11.6× 1651
https://cults3d.com/en/blog/articles/how-to-edit-modify-stl-file-3d-printing
How to edit and modify a STL file for 3D Printing ? 10 Steps to STL File Modification・Cults
blog 67 10.9× 1681
https://cults3d.com/en/blog/articles/3d-printing-and-the-gaming-industry
3D printing and the gaming industry・Cults
blog 67 10.9× 1723
https://cults3d.com/en/blog/articles/designers-3d-francais-impression-3d-2017
French 3D printing designers to watch in 2017・Cults
pricing 67 11.6× 1997 💰 Pricing
https://cults3d.com/en/blog/articles/interview-cults-future-intelligence-radio-london
Interview of Cults for Future Intelligence Radio London・Cults
blog 67 11.7× 1636
https://cults3d.com/en/blog/articles/identify-correct-3D-printing-problems-defaults
Identify and correct 3D printing problems・Cults
blog 67 10.3× 2270
https://cults3d.com/en/blog/articles/printoid-for-octoprint
Printoid, the smartest Android interface for OctoPrint servers and 3D printers.・Cults
pricing 67 11.4× 1754 💰 Pricing
https://cults3d.com/en/blog/articles/6-main-factors-for-perfect-first-layer-3d-printing
6 main factors in getting the perfect 3D printing first layer・Cults
blog 67 12.1× 1536
https://cults3d.com/en/blog/articles/why-does-your-company-need-to-be-familiar-with-3d-printing-software-today
Why Does Your Company Need to Be Familiar With 3D Printing Software Today?・Cults
blog 67 13.5× 1391
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
/en/ 500 60 0% 30.5× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 874 pages
linkedin.com ×873
julienpradier.cool ×873
reddit.com ×873
instagram.com ×873
pinterest.com ×873
tiktok.com ×873
3dp.chat ×873
threads.net ×873
🔄 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/cults3d.com

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

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Domains with a similar tech stack, industry, and AI readiness profile to cults3d.com. Compare side-by-side.

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🎭

Bait & Switch Delta

B 15 PAGES

Compares your homepage rendering quality with inner pages. A high drift score means AI crawlers see a polished homepage but degraded inner content — the "bait & switch" that erodes trust.

46
Homepage ACRI
36
Inner Avg ACRI
+10
ACRI Delta
40%
Homepage Ghost
40%
Inner Avg Ghost
17
Drift Score [?]
Worst Inner Pages
36 40% blog https://cults3d.com/en/blog/articles/toupies-design-spinrelax-imprimer-3d
36 40% blog https://cults3d.com/en/blog/articles/un-banjo-ukulele-imprime-en-3d
36 40% blog https://cults3d.com/en/blog/articles/le-premier-bikini-imprime-en-3d
🛡️

E-E-A-T Trust Signals

F 0/100

Trust indicators extracted from surface pages. These signals help AI systems verify your site's Experience, Expertise, Authoritativeness, and Trustworthiness.

Physical Address
Phone Number
Email Contact
About Page
Contact Page
Privacy Policy
Terms of Service
Named Leadership
🔗

Citation Profile

39 DOMAINS

Outbound citation patterns across surface-crawled pages. Sites that cite diverse, authoritative sources signal higher E-E-A-T to AI systems.

196
Total Links
39
Unique Domains
13.1
Avg/Page
20%
Diversity
julienpradier.cool facebook.com bsky.app instagram.com tiktok.com pinterest.com 3dp.chat threads.net reddit.com discord.gg
🏘️ Outbound Neighborhood Trust Avg Trust: 58.5

AI trust scores for the domains cults3d.com links to. Citing high-trust sources lifts your own credibility signal.

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to cults3d.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 Cults3d?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Cults3d does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Cults3d work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Cults3d."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for cults3d.com:

Current Score
75
Projected Score
78
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