harley-davidson.com 58 D
🛡️ SEO 58 🤖 GEO 64 ⚡ Perf 29 🏗️ Arch 83

harley-davidson.com — Global SEODiff Score 58/100

harley-davidson.com
📊

harley-davidson.com achieves a 81/100 on the AI-Crawler Reality Index, reflecting above-average readiness for AI-driven discovery. In the finance sector, harley-davidson.com outperforms the average (57), 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 50.0× token bloat ratio means crawlers must process significantly more tokens to reach the actual content — a drag on extraction efficiency. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

58
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Performance (29) has the most room for improvement.
🎯 Top Fix: Reduce token bloat (140×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 25 snapshots
Feb 22 Mar 18
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than harley-davidson.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)58 × 0.25 = 14.5
🤖 AI Readiness / GEO (40% weight)64 × 0.40 = 25.6
⚡ Performance (20% weight)29 × 0.20 = 5.8
🏗️ Architecture & Trust (15% weight)83 × 0.15 = 12.4
Weighted sum = 14.5 + 25.6 + 5.8 + 12.4
Global SEODiff Score = 58 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
67
Structure
avg 35
42
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 1%
Rank #13332
Aligned
Gap
AI (ACRI)
Top 5%
Score 81/100

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

Why harley-davidson.com ranks here

Tech stackNext.js
Industryfinance
RenderingSSR
Schema coverage1 blocks
Token bloat50×+

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

58/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

58 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 1
  • ✓ Has <h2> headings — found 13
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.harley-davidson.com/ca/en/index.html
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ✅ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Official Harley-Davidson Online Store | Harley-Davidson CA
  • ✓ og:description — Shop the Official Harley-Davidson site for new & used motorcycles, genuine parts & clothing. Locate a dealer or sign up for a test ride.
  • ✓ 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

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 finance sector, cardpay.com (ACRI: 82) 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 →
harley-davidson.com
55
Your ACRI Score
82
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. cardpay.com has schema coverage of 1 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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 67/100 — Good
Structured Elements 84 elements (84 lists, 0 rows, 0 headers)
Total Words615
Raw Density13.7%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 block(s) — Basic (low value for AI)

Schema Coverage Map

1/7 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.
💡WebSite schema missing. Add WebSite + SearchAction so Google can generate a Sitelinks Search Box for your brand in AI results.

📐 AI Efficiency Metrics Docs

56
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability56/100 — 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 (3.9 KB)Bloat (546.6 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage13 / 13 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 550.5 KB, but only 3.9 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: 99.3% · SNR: 0.01 · Signal: 1006 / Noise: 139929 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 harley-davidson.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
Harley-Davidson provides exclusive offers and benefits to active military, veterans, and first responders, fostering a community centered around riding and supporting military charities.
Target Audience
Active military personnel, veterans, first responders, and their families.
Pricing Model
Variable – Offers include a $250 Genuine H-D® P&A credit, discounted financing, museum discounts, motorcycle rentals, and exclusive apparel sales with free shipping to APO/FPO/DPO addresses.
🔗 Integration Partners
ID.meEAGLERIDER
🏆 Competitive Moat
Strong brand loyalty and a deeply ingrained community built around military service and camaraderie, combined with exclusive benefits and programs.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
Offer details pageMilitary benefits pageH-D Museum discount page
⚡ Key Pain Points
• Requires ID verification for offers
• Limited information on specific offer details beyond verification
Analyzed by SEODiff AI · 2026-03-03

🔧 Tech Stack

FrameworkNext.js
AI-Readiness Score70/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time2104 ms
Raw HTML Size550.5 KB
Visible Text Size3.9 KB

Performance & Speed

29/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

2104 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

911
DOM nodes
550 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → public,max-age=7200,s-maxage=7200,stale-if-error=7776000
  • ✓ CDN cache status → HIT
  • ✓ 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

83/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.harley-davidson.com/us/en/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

92
internal links
11
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 harley-davidson.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/harley-davidson.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=harley-davidson.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 143 pages · Deep-10

Homepage ACRI
55
Single-page score
-9
Moderate hidden bloat
Δ delta
Site-Wide ACRI
46
Avg across 143 pages · Range 0–58
Topical Cohesion
20%
Topical Drift
TF-IDF cosine similarity
Total Words
114022
Avg Bloat
381.9×
RAG Fractures [?]
134
⚠️
134 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 134 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.harley-davidson.com/us/en/motorcycles/pan-america-1250-special.html
2026 Pan America 1250 Special Motorcycle | Harley-Davidson USA
pricing 58 73.2× 2159 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/pan-america-1250-st
2026 Pan America 1250 ST Motorcycle | Harley-Davidson USA
pricing 58 69.7× 2178 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/2025/cvo-pan-america.html
2025 CVO Pan America Motorcycle | Harley-Davidson USA
pricing 58 64.2× 2363 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/pan-america-1250-limited
2026 Pan Am 1250 Limited Motorcycle | Harley-Davidson USA
pricing 58 66.7× 2312 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/nightster.html
2026 Nightster Motorcycles | Harley-Davidson USA
pricing 58 79.1× 1870 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/nightster-special.html
2026 Nightster Special Motorcycle | Harley-Davidson USA
pricing 58 87.7× 1706 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/sportster-s.html
2026 Sportster S Motorcycle | Harley-Davidson USA
pricing 58 78.0× 1977 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/fat-boy.html
2026 Fat Boy Motorcycle | Harley-Davidson USA
pricing 58 98.8× 1634 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/breakout.html
2026 Breakout Motorcycles | Harley-Davidson USA
pricing 58 95.4× 1703 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/low-rider-st.html
2026 Low Rider ST Motorcycle | Harley-Davidson USA
pricing 58 98.2× 1733 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/road-glide-3.html
2026 Road Glide 3 Motorcycle | Harley-Davidson USA
pricing 58 67.1× 2430 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/content/motorcycle-tours.html
Motorcycle Tours | Harley-Davidson USA
pricing 58 77.0× 1460 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/content/membership.html
Harley-Davidson Membership Program | Harley-Davidson USA
pricing 58 96.5× 1087 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/content/event-calendar/king-of-baggers.html
King of the Baggers 2026 | Harley-Davidson USA
pricing 58 107.4× 1228 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/shop/c/womens-motorcycle-tank-tops
Women's Motorcycle Tank Tops | Harley-Davidson USA
pricing 58 194.5× 516 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/cvo-street-glide-3-limited.html
2026 CVO Street Glide 3 Limited | Harley-Davidson USA
pricing 58 65.8× 2346 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/motorcycles/2025/freewheeler.html
2025 Freewheeler Motorcycle | Harley-Davidson USA
pricing 58 86.7× 1649 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/content/motorcycle-training/learn-to-ride.html
Beginner Motorcycle Course: Learn to Ride a Motorcycle | Harley-Davidson USA
pricing 58 60.5× 1858 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/customer-service/faq.html
Frequently Asked Questions | Harley-Davidson USA
pricing 58 28.6× 5089 ⚠️ RAG Fracture
https://www.harley-davidson.com/us/en/shop/c/womens-motorcycle-footwear
Women's Motorcycle Boots & Shoes | Harley-Davidson USA
pricing 58 222.9× 511 ⚠️ RAG Fracture
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
/us/ 133 49 1% 408.5× Bot Blocked
/docs/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 47 1% 276.5× Bot Blocked
/pricing/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/blog/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 143 pages
youtube.com ×134
creditapplication.harley-davidson.com ×134
investor.harley-davidson.com ×134
serviceinfo.harley-davidson.com ×134
h-d.com ×134
facebook.com ×134
instagram.com ×134
myhdfs.com ×133
🔄 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/harley-davidson.com

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

🔗 Similar finance Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
harley-davidson.com (this site) 55 81 Next.js 140.0× 1
volet.com 79 89 Next.js 17.4× 5 Compare →
advcash.com 79 89 Next.js 17.4× 5 Compare →
broadridge.com 77 85 Custom / Proprietary 2.7× 1 Compare →
digitalnewstoday.in 78 82 WordPress 4.6× 1 Compare →
bpm.com 78 88 WordPress 6.0× 1 Compare →
Compare All 5 Similar Sites →

📊 Semantic Share of Voice

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

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

Projected Impact

ROI EST.

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

Current Score
81
Projected Score
93
Improvement
+12 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).

Is this your company?

Monitor your AI visibility score weekly and get alerted when changes happen.

Start Free →

🧭 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.
Free Deep Audit → GSC Error Guide →