audi.co.uk 59 D
🛡️ SEO 42 🤖 GEO 64 ⚡ Perf 42 🏗️ Arch 97

audi.co.uk — Global SEODiff Score 59/100

audi.co.uk
📊

With a solid 78/100 ACRI, audi.co.uk is well-positioned for AI search — better than 88% of sites in the Radar. In the infrastructure sector, audi.co.uk outperforms the average (57), suggesting strong competitive positioning in AI search. The low ghost ratio (10%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. The bloated 50.0× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. No structured data was detected, which means AI systems must infer all entities and relationships from raw HTML alone. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

59
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Traditional SEO (42) has the most room for improvement.
🎯 Top Fix: Reduce token bloat (236×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 20, 2026 · 📋 API
📈 ACRI Trend 2 snapshots
Mar 7 Mar 20
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than audi.co.uk?
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)42 × 0.25 = 10.5
🤖 AI Readiness / GEO (40% weight)64 × 0.40 = 25.6
⚡ Performance (20% weight)42 × 0.20 = 8.4
🏗️ Architecture & Trust (15% weight)97 × 0.15 = 14.5
Weighted sum = 10.5 + 25.6 + 8.4 + 14.5
Global SEODiff Score = 59 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
97
Rendering
avg 93
88
Structure
avg 35
0
Schema
avg 9
65
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 10%
Rank #98354
Aligned
Gap
AI (ACRI)
Top 12%
Score 78/100

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

Why audi.co.uk ranks here

Tech stackAdobe Experience Manager
RenderingHybrid
Schema coverage0 blocks
Token bloat50×+

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

42/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

7 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

176 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 7
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.audi.co.uk/en/
  • ✓ 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 — Audi UK
  • ✓ og:description — Explore the full Audi model range including SUVs, electric models & more. Build your own, search models available to buy now and explore our current offers. Learn more here...
  • ✓ og:image — preview
  • ✗ 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

64/100 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 →
audi.co.uk
55
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 10%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 88/100 — Excellent
Structured Elements 132 elements (132 lists, 0 rows, 0 headers)
Total Words566
Raw Density23.3%

🏷️ 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

51
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability51/100 — AI models can partially extract answers from this page
Crawl CostHigh (100/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

1%
🗑️ 99%
Useful Content (3.4 KB)Bloat (789.1 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context81% Optimized for Vision
Image Alt Coverage22 / 27 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 792.5 KB, but only 3.4 KB is text. 1% useful / 99% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (50×+) 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: 99.6% · SNR: 0.00 · Signal: 860 / Noise: 202021 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 audi.co.uk 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
Audi offers service plans for new and used vehicles (up to 15 years old) to provide fixed costs and predictable
Target Audience
Audi owners (new and used), particularly those seeking predictable maintenance costs and protection against inflation, drivers of petrol, diesel, hybrid and electric vehicles, and those looking to maintain their vehicle's resale value.
Pricing Model
Tiered subscription model with upfront payment options and monthly installment plans. Prices vary based on vehicle age, engine size, and chosen plan (Standard, Smart, All-in), with fixed pricing to protect against inflation.
🔗 Integration Partners
MMImyAudi app
🏆 Competitive Moat
Predictable maintenance costs and fixed pricing, combined with a digital service history and potential for transferability, offering a simplified and value-added service compared to traditional maintenance schedules.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Service Plan comparison pagesFind a Centre pagesService Plan FAQs
⚡ Key Pain Points
• Limited SEO signals beyond service plan pages
• Lack of a clear FAQ schema
Analyzed by SEODiff AI · 2026-03-05

🔧 Tech Stack

AI-Readiness Score65/100
Server
CDN
HTTP Status200
Load Time1937 ms
Raw HTML Size792.5 KB
Visible Text Size3.4 KB

Performance & Speed

42/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1937 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1207
DOM nodes
792 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → public, max-age=10800, s-maxage=300, stale-while-revalidate=10800, stale-if-error=604800
  • ✗ 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

97/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.audi.co.uk/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

159
internal links
5
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 55/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for audi.co.uk
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/audi.co.uk" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=audi.co.uk" 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 47 pages · Deep-10

Homepage ACRI
55
Single-page score
-20
Moderate hidden bloat
Δ delta
Site-Wide ACRI
36
Avg across 47 pages · Range 0–56
🔍
Hidden Bloat Detected

Homepage scores 55, but internal pages average only 36 — a -20-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
14%
Topical Drift
TF-IDF cosine similarity
Total Words
20346
Avg Bloat
220.9×
RAG Fractures [?]
7
⚠️
7 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 7 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.audi.co.uk/en/owners/service-and-maintenance/service-plans/
Audi Service Plans
pricing 56 74.0× 1480 ⚠️ RAG Fracture
https://www.audi.co.uk/en/models/a1/a1-sportback/
Audi A1 Sportback | A1 Range | Audi UK
pricing 56 122.1× 1447 ⚠️ RAG Fracture
https://www.audi.co.uk/en/owners/audi-connect/connect-services-by-model/configurator-q3/
Design > Audi UK
pricing 56 45.1× 2076 💰 Pricing
https://www.audi.co.uk/en/models/a5/a5-coupe/
Audi A5 Coupe | A5 Range | Audi UK
pricing 56 118.1× 1197 💰 Pricing
https://www.audi.co.uk/en/models/a3/s3-saloon/
Audi S3 Saloon | Audi UK
pricing 56 119.1× 1417 ⚠️ RAG Fracture
https://www.audi.co.uk/en/owners/audi-connect/faqs/q2/
FAQS Q2 > FAQs > Audi Connect > Audi UK
pricing 56 146.0× 658 💰 Pricing
https://www.audi.co.uk/en/models/q3/q3/design-and-specification/
Q3 SUV Design & Specifications | Audi
pricing 56 159.0× 921 💰 Pricing
https://www.audi.co.uk/en/models/a8/a8-l-tfsi-e/
Audi A8 L TFSI e | A8 Range | Audi UK
pricing 56 105.3× 1812 ⚠️ RAG Fracture
https://www.audi.co.uk/en/models/tt/tt-rs-roadster/
Audi TT RS Roadster | TT Range | Audi UK
pricing 56 166.5× 570 💰 Pricing
https://www.audi.co.uk/en/models/a6/a6-saloon/my-25/
Audi A6 Saloon | A6 Range | Audi UK
pricing 56 117.6× 1174 💰 Pricing
https://www.audi.co.uk/en/models/etrongt/audi-rs-e-tron-gt/
Audi RS e-tron GT | Price and features
pricing 53 244.2× 651 ⚠️ RAG Fracture
https://www.audi.co.uk/en/owners/servicing/accessories/
Genuine Audi Accessories
pricing 53 158.2× 544 💰 Pricing
https://www.audi.co.uk/en/models/q6-e-tron/q6-e-tron-overview/
Q6 e-tron | Audi UK
pricing 53 174.0× 938 ⚠️ RAG Fracture
https://www.audi.co.uk/en/models/a3/a3-sportback/
Audi A3 Sportback | Audi UK
pricing 53 263.4× 566 ⚠️ RAG Fracture
https://www.audi.co.uk/en/audi-world/careers/
Careers > Audi World > Audi UK
pricing 46 157.3× 429 💰 Pricing
https://www.audi.co.uk/en/models/00-ngc-config/copy-of-a-1-select-your-audi-model-audi-uk
A1 > Select your Audi model > Audi UK
pricing 46 511.4× 208 💰 Pricing
https://www.audi.co.uk/en/register-for-ev-updates/
Audi UK
pricing 46 418.2× 388 💰 Pricing
https://www.audi.co.uk/en/live/a3-sportback/
A3 Sportback > Personal Contract Plan > Finance & Offers > Audi UK
pricing 46 198.5× 354 💰 Pricing
https://www.audi.co.uk/en/owners/audi-connect/faqs/myaudi-profile/
myAudi Profile | FAQs | Audi UK
pricing 46 186.3× 363 💰 Pricing
https://www.audi.co.uk/en/models/q5/sq5/layer-wltp/
WLTP layer > Audi SQ5 | SQ5 Range | Audi UK > Q5 > Audi UK
pricing 46 228.4× 254 💰 Pricing
Showing 20 of 47 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/ 37 45 0% 280.6× High JS Bloat
/features/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/blog/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 47 pages
tco.audi.co.uk ×37
instagram.com ×37
pinterest.co.uk ×37
facebook.com ×37
consent.youtube.com ×37
service-plans.vwfs.co.uk ×37
myaudifinance.vwfs.co.uk ×37
oneaudi-falcon-asset-urls.prod.renderer.one.audi ×4
🔄 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/audi.co.uk

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

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📊 Semantic Share of Voice

How often would an AI cite audi.co.uk 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 audi.co.uk. 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": "Co",
  "url": "https://audi.co.uk",
  "logo": "https://audi.co.uk/assets/favicon/favicon.ico",
  "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": "Co",
  "url": "https://audi.co.uk",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://audi.co.uk/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 0% 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 Co?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Co does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Co work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Co."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for audi.co.uk:

Current Score
78
Projected Score
96
Improvement
+18 pts
Add Organization schema +6 pts
Add WebSite schema +4 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
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