sosandar.com 59 D
🛡️ SEO 40 🤖 GEO 60 ⚡ Perf 56 🏗️ Arch 93

sosandar.com — Global SEODiff Score 59/100

sosandar.com
📊

At 80/100, the ACRI for sosandar.com indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. Compared to other developer sites (avg score: 57), sosandar.com performs above the benchmark, suggesting strong competitive positioning in AI search. A ghost ratio of 30% indicates a mixed rendering strategy where core content loads server-side but interactive sections rely on JavaScript. A 27.6× token bloat ratio means crawlers must process significantly more tokens to reach the actual content — a drag on extraction efficiency. The site includes 3 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.

59
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Traditional SEO (40) has the most room for improvement.
🎯 Top Fix: Reduce token bloat (28×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 2, 2026 · 📋 API
📈 ACRI Trend 17 snapshots
Feb 22 Mar 2
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than sosandar.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)40 × 0.25 = 10.0
🤖 AI Readiness / GEO (40% weight)60 × 0.40 = 24.0
⚡ Performance (20% weight)56 × 0.20 = 11.2
🏗️ Architecture & Trust (15% weight)93 × 0.15 = 13.9
Weighted sum = 10.0 + 24.0 + 11.2 + 13.9
Global SEODiff Score = 59 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
84
Rendering
avg 93
82
Structure
avg 36
46
Schema
avg 9
55
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 7%
Rank #71996
Aligned
Gap
AI (ACRI)
Top 6%
Score 80/100

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

Why sosandar.com ranks here

Tech stackExpress
Industrydeveloper
RenderingHybrid
Schema coverage3 blocks
Token bloat27.6×

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

40/100 25 % of Global Score 🟡 Medium Confidence

📝 Title Tag

62 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

154 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✓ Has <h2> headings — found 4
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✗ Canonical tag present
  • ✓ 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

60/100 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 →
sosandar.com
56
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.

👻
Shadow Content Detected: 30% of your page token budget is in non-rendered regions (JavaScript-dependent content that AI crawlers may not process). Combined with 27.6x token bloat, AI models are using most of their context window on noise instead of your real content. This dramatically increases hallucination probability — models fill the gap with made-up facts.
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 30%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 82/100 — Excellent
Structured Elements 92 elements (92 lists, 0 rows, 0 headers)
Total Words453
Raw Density20.3%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks3 blocks

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
High
Crawl Cost
None
Blocklist Risk
Extractability61/100 — AI models can partially extract answers from this page
Crawl CostHigh (75/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

3%
🗑️ 97%
Useful Content (9.9 KB)Bloat (262.1 KB)
Token Bloat Ratio27.6× — Heavy

Multimodal Readiness

Visual Context60% Optimized for Vision
Image Alt Coverage21 / 35 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 272.0 KB, but only 9.9 KB is text. 3% useful / 97% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (27.6×) 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: 96.4% · SNR: 0.04 · Signal: 2522 / Noise: 67107 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 sosandar.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
This website sells knitwear items, primarily jumpers, with a focus on trendy designs and promotional discounts.
Target Audience
Fashion-conscious women aged 25-45 interested in affordable knitwear and frequent online shoppers.
Pricing Model
Variable pricing based on product, with discounts and promotions (e.g., 50% off). Standard UK delivery over £85, express delivery options available for additional fees.
🏆 Competitive Moat
Aggressive pricing and frequent promotions, combined with a visually appealing website and a strong focus on customer acquisition through email marketing.
📊 Content Depth
3/10
🔄 Programmatic SEO Signals
Multiple product pages with clear images and descriptions.Prominent call-to-actions for adding items to the basket and wishlist.VIP newsletter signup form.
⚡ Key Pain Points
• Lack of detailed product information beyond basic descriptions.
• Limited SEO optimization for product pages.
Model: mlx-community/gemma-3-4b-it-qat-4bit · Analyzed: 2026-03-04 · Data extracted from the site’s main content via strict JSON prompting.

🔧 Tech Stack

FrameworkExpress
AI-Readiness Score55/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time1447 ms
Raw HTML Size272.0 KB
Visible Text Size9.9 KB

Performance & Speed

56/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1447 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

797
DOM nodes
272 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-store, no-cache, must-revalidate, max-age=0
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 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

93/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

111
internal links
4
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 56/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for sosandar.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/sosandar.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=sosandar.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 52 pages · Deep-10

Homepage ACRI
56
Single-page score
+7
Consistent readability
Δ delta
Site-Wide ACRI
63
Avg across 52 pages · Range 55–65
Topical Cohesion
8%
Topical Drift
TF-IDF cosine similarity
Total Words
30505
Avg Bloat
121.1×
RAG Fractures [?]
42
⚠️
42 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 42 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.sosandar.com/pastel-blue-super-soft-fluffy-jumper
Pastel Blue Super Soft Fluffy Jumper
pricing 65 119.6× 540 ⚠️ RAG Fracture
https://www.sosandar.com/black-metallic-knit-velvet-bow-cardigan
Black Metallic Knit Velvet Bow Cardigan
pricing 65 116.4× 564 ⚠️ RAG Fracture
https://www.sosandar.com/charcoal-grey-pearl-embellished-knitted-jumper
Charcoal Grey Pearl Embellished Knitted Jumper
pricing 65 117.2× 603 ⚠️ RAG Fracture
https://www.sosandar.com/taupe-fairisle-super-cosy-jumper
Taupe Fairisle Super Cosy Jumper
pricing 65 117.5× 624 ⚠️ RAG Fracture
https://www.sosandar.com/black-sequin-lace-tunic-top
Black Sequin & Lace Tunic Top
pricing 65 114.7× 620 ⚠️ RAG Fracture
https://www.sosandar.com/black-velvet-embellished-bow-top
Black Luxe Velvet Diamante Bow Top
pricing 65 118.4× 594 ⚠️ RAG Fracture
https://www.sosandar.com/light-grey-faux-fur-collar-longline-cardigan
Light Grey Faux Fur Collar Longline Cardigan
pricing 65 111.3× 660 ⚠️ RAG Fracture
https://www.sosandar.com/emerald-green-sequin-faux-wrap-top
Emerald Green Sequin Faux Wrap Top
pricing 65 118.9× 548 ⚠️ RAG Fracture
https://www.sosandar.com/silver-metallic-midaxi-skirt
Silver Metallic Midaxi Skirt
pricing 65 114.6× 635 ⚠️ RAG Fracture
https://www.sosandar.com/mulberry-roll-neck-button-cuff-knitted-dress
Mulberry Roll Neck Button Cuff Knitted Dress
pricing 65 109.9× 613 ⚠️ RAG Fracture
https://www.sosandar.com/black-red-rose-print-fit-flare-dress
Black Floral Print Ruched Fit & Flare Dress
pricing 65 112.6× 591 ⚠️ RAG Fracture
https://www.sosandar.com/emerald-green-metallic-shimmer-faux-wrap-dress
Emerald Green Metallic Shimmer Faux Wrap Dress
pricing 65 104.3× 684 ⚠️ RAG Fracture
https://www.sosandar.com/bronze-ruched-detail-fit-flare-dress
Antique Gold Shimmering Metallic Fit & Flare Dress
pricing 65 105.9× 649 ⚠️ RAG Fracture
https://www.sosandar.com/bright-red-wide-sleeve-rib-knit-jumper
Bright Red Wide Sleeve Rib Knit Jumper
pricing 65 122.2× 543 ⚠️ RAG Fracture
https://www.sosandar.com/cream-fringe-detail-roll-neck-cable-jumper
Cream Fringe Detail Roll Neck Cable Jumper
pricing 65 115.6× 609 ⚠️ RAG Fracture
https://www.sosandar.com/black-sparkle-tapered-trousers
Black Sparkle Diamante Tapered Trousers
pricing 65 114.8× 703 ⚠️ RAG Fracture
https://www.sosandar.com/grey-white-check-slouchy-cowl-neck-jumper
Grey & White Check Slouchy Cowl Neck Jumper
pricing 65 111.3× 638 ⚠️ RAG Fracture
https://www.sosandar.com/midnight-blue-velvet-diamante-halter-neck-jumpsuit
Midnight Blue Luxe Velvet Diamante Halter Neck Jumpsuit
pricing 65 105.5× 675 ⚠️ RAG Fracture
https://www.sosandar.com/silver-metallic-wrap-front-plisse-jumpsuit
Pewter Shimmering Metallic Wrap Front Jumpsuit
pricing 65 109.0× 629 ⚠️ RAG Fracture
https://www.sosandar.com/silver-faux-leather-palazzo-trousers
Silver Metallic Faux Leather Palazzo Trousers
pricing 65 117.2× 596 ⚠️ RAG Fracture
Showing 20 of 52 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
/black-velvet-bootcut-trouser/ 1 65 1% 117.6× Bot Blocked
/bronze-dazzling-wrap-front-jumpsuit/ 1 65 1% 107.9× Bot Blocked
/black-metallic-knit-velvet-bow-cardigan/ 1 65 1% 116.4× Bot Blocked
/silver-metallic-midaxi-skirt/ 1 65 1% 114.6× Bot Blocked
/khaki-green-tapered-trousers/ 1 65 1% 112.2× Bot Blocked
/black-velvet-straight-leg-jeans/ 1 65 1% 111.7× Bot Blocked
/blue-velvet-wide-leg-trousers/ 1 65 1% 116.0× Bot Blocked
/black-coated-wide-leg-jeans/ 1 65 1% 115.1× Bot Blocked
/ecru-square-toe-ankle-boot/ 1 55 1% 151.9× Bot Blocked
/silver-leather-square-toe-ankle-boot/ 1 55 1% 141.0× Bot Blocked
/emerald-green-metallic-shimmer-faux-wrap-dress/ 1 65 1% 104.3× Bot Blocked
/cream-fringe-detail-roll-neck-cable-jumper/ 1 65 1% 115.6× Bot Blocked
/wide-leg-leopard-print-trouser/ 1 65 1% 112.5× Bot Blocked
/tan-leather-stiletto-knee-high-boots/ 1 55 1% 152.1× Bot Blocked
/stone-suede-block-heel-knee-high-boot/ 1 55 1% 152.4× Bot Blocked
🔗
Outbound External Citations
0 unique external domains cited across 52 pages
instagram.com ×52
sosandar-ir.com ×52
twitter.com ×52
facebook.com ×52
help.sosandar.com ×52
employmenthero.com ×1
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🔗 Similar developer Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
sosandar.com (this site) 56 80 Express 27.6× 3
sleepsolutions.com.au 80 87 Express 6.1× 3 Compare →
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gophersport.com 80 81 Express 3.5× 4 Compare →
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📊 Semantic Share of Voice

How often would an AI cite sosandar.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 sosandar.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 3% 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 Sosandar?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Sosandar does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Sosandar work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Sosandar."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
80
Projected Score
88
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