lennox.com 73 B
🛡️ SEO 58 🤖 GEO 80 ⚡ Perf 62 🏗️ Arch 93

lennox.com — Global SEODiff Score 73/100

lennox.com
📊

lennox.com achieves a 73/100 on the AI-Crawler Reality Index, reflecting above-average readiness for AI-driven discovery. In the infrastructure sector, lennox.com outperforms the average (57), suggesting strong competitive positioning in AI search. Its server-rendered architecture ensures AI crawlers receive complete HTML on first request, a key advantage for extractability. The token bloat ratio sits at a lean 2.4×, 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. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

73
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (58) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 6 snapshots
Feb 23 Mar 18
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)58 × 0.25 = 14.5
🤖 AI Readiness / GEO (40% weight)80 × 0.40 = 32.0
⚡ Performance (20% weight)62 × 0.20 = 12.4
🏗️ Architecture & Trust (15% weight)93 × 0.15 = 13.9
Weighted sum = 14.5 + 32.0 + 12.4 + 13.9
Global SEODiff Score = 73 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
36
Structure
avg 35
42
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 9%
Rank #89057
+17 pts
Gap
AI (ACRI)
Top 25%
Score 73/100

lennox.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 lennox.com ranks here

Tech stackCustom / Proprietary
RenderingSSR
Schema coverage1 blocks
Token bloat2.4×

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

58/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

47 chars
Good length

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

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — Air Conditioning and Heating Solutions | Lennox
  • ✓ og:description — Explore Lennox comfort and energy-efficient solutions for heating and cooling your space. Upgrade your home's HVAC system with industry-leading solutions.
  • ✗ og:image
  • ✓ 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

80/100 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 →
lennox.com
57
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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 36/100 — Low
Structured Elements 57 elements (57 lists, 0 rows, 0 headers)
Total Words1479
Raw Density3.8%
💡Low structure score (36/100). Your content appears as a wall of text with few structured HTML elements. You have 57 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

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

66
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability66/100 — AI models can partially extract answers from this page
Crawl CostLow (30/100) — efficient for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

41%
🗑️ 59%
Useful Content (47.5 KB)Bloat (65.2 KB)
Token Bloat Ratio2.4× — Lean

Multimodal Readiness

Visual Context99% Optimized for Vision
Image Alt Coverage69 / 70 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

65 Entropy
Fair Token Bloat: Medium
Noise Ratio: 57.9% · SNR: 0.73 · Signal: 12148 / Noise: 16697 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 lennox.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
Lennox provides climate control and refrigeration solutions for residential and commercial applications, encompassing heating, cooling, air purification, and lifecycle services,
Target Audience
HVAC installers, building contractors, property managers, commercial facility operators, homeowners, and businesses seeking comprehensive HVAC solutions.
Pricing Model
Multiple pricing models including direct sales, dealer networks, and a B2B model for national accounts. Pricing is not explicitly stated, but focuses on lifecycle solutions.
🔗 Integration Partners
PureAirS
🏆 Competitive Moat
Lennox’s extensive history of innovation, combined with its robust dealer network and advanced technologies like iComfort and PureAirS, creates a strong competitive advantage.
📊 Content Depth
6/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• Lack of explicit pricing information
• Limited detail on specific product features beyond general descriptions
Analyzed by SEODiff AI · 2026-03-05

🔧 Tech Stack

AI-Readiness Score50/100
Server
CDN
HTTP Status200
Load Time1033 ms
Raw HTML Size112.7 KB
Visible Text Size47.5 KB

Performance & Speed

62/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1033 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

696
DOM nodes
113 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=0
  • ✗ 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

93/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

65
internal links
12
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 57/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for lennox.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/lennox.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=lennox.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 49 pages · Deep-10

Homepage ACRI
57
Single-page score
-5
Consistent readability
Δ delta
Site-Wide ACRI
53
Avg across 49 pages · Range 0–74
Topical Cohesion
18%
Topical Drift
TF-IDF cosine similarity
Total Words
29784
Avg Bloat
42.8×
Page Type ACRI Token Bloat Words Status
https://www.lennox.com/residential/products/heating-cooling/air-conditioners/xc21
XC21 Air Conditioner | Lennox
product 74 17.2× 2087
https://www.lennox.com/residential/products/heating-cooling/packaged-units
Packaged Heating & Cooling Units | Lennox
product 69 27.9× 1217
https://www.lennox.com/residential/products/comfort-controls/thermostats/icomforte30
Lennox iComfort E30 Thermostat
product 69 23.7× 1501
https://www.lennox.com/residential/products/heating-cooling/furnaces/sl297nv
Lennox SL297NV Furnace
product 69 32.9× 1027
https://www.lennox.com/residential/products/heating-cooling/packaged-units/lrp14hp
LRP14HP | Packaged Heat Pump System | Packaged Units | Lennox
product 69 33.3× 951
https://www.lennox.com/residential/products/indoor-air-quality/humidity-control
Lennox Humidity Control
product 69 40.2× 548
https://lennox.com/about
About Lennox | Lennox Dealers | Lennox History | Lennox Residential
pricing 67 26.2× 1523 💰 Pricing
https://www.lennox.com/residential/products/indoor-air-quality/air-purification/hepa
Lennox HEPA Air Purification
product 66 50.9× 611
https://www.lennox.com/residential/products/heating-cooling/mini-split-systems/mca
MCA Mini-Split Air Conditioner
product 66 59.3× 510
https://www.lennox.com/residential/products/indoor-air-quality/ventilation/hrv
Lennox HRV Ventilation
pricing 66 51.9× 591 💰 Pricing
https://www.lennox.com/residential/products/heating-cooling/mini-split-systems/MHB
MHB Mini-Split Heat Pump
pricing 66 75.0× 738 💰 Pricing
https://www.lennox.com/residential/products/heating-cooling/heat-pumps/EL17XP1
EL17XP1 Heat Pump - Single-Stage Elite Series Heat Pump | Lennox
product 66 83.8× 715
https://www.lennox.com/residential/products/heating-cooling/boilers/gcwb95
Lennox GCWB95 Gas Fired Water Boiler | Lennox Residential
product 66 55.6× 538
https://www.lennox.com/residential/products/heating-cooling/garage-heaters/lf24
LF24 | Propane/Natural Gas Garage Heater | Lennox Residential
product 66 49.4× 627
https://www.lennox.com/residential/products/heating-cooling/air-conditioners/el18xcv
EL18XCV Air Conditioner | Lennox
product 66 43.3× 760
https://www.lennox.com/residential/products/heating-cooling/air-handlers/cba25uhv
Lennox CBA25UHV Air Handler
product 66 53.9× 583
https://www.lennox.com/residential/products/heating-cooling/boilers/gwb9-ih
Lennox GWB9-IH Boiler
product 66 48.1× 627
https://www.lennox.com/residential/products/heating-cooling/packaged-units/lrp13ack
LRP13ACK | Single Stage Air Conditioner Packaged Unit | Lennox
pricing 66 55.8× 554 💰 Pricing
https://www.lennox.com/residential/products/heating-cooling/heat-pumps/ML17XP1
ML17XP1 Heat Pump | Lennox
pricing 66 41.2× 783 💰 Pricing
https://www.lennox.com/residential/products/heating-cooling/heat-pumps/el18xpv
Elite Series EL18XPV Heat Pump | Lennox
product 66 43.9× 743
Showing 20 of 49 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
/residential/ 39 63 1% 51.0× Bot Blocked
/faq/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 41 1% 82.0× Bot Blocked
/blog/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 67 0% 26.2× High JS Bloat
/pricing/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 49 pages
lennoxpros.com ×41
investor.lennox.com ×41
lennoxnas.com ×41
facebook.com ×40
bbb.org ×40
x.com ×40
youtube.com ×40
instagram.com ×40
🔄 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/lennox.com

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

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📊 Semantic Share of Voice

How often would an AI cite lennox.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 lennox.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": "Lennox",
  "url": "https://lennox.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://lennox.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
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 Lennox?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Lennox does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Lennox work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Lennox."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
73
Projected Score
80
Improvement
+7 pts
Add WebSite schema +4 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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