plumbs.com 60 C
🛡️ SEO 60 🤖 GEO 64 ⚡ Perf 43 🏗️ Arch 71

plumbs.com — Global SEODiff Score 60/100

plumbs.com
📊

The AI-Readiness profile for plumbs.com is strong: an ACRI of 70/100 places it ahead of 67% of domains in the index. Compared to other healthcare sites (avg score: 57), plumbs.com performs above the benchmark, 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 bloated 15.2× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. The site includes 2 schema blocks, providing adequate structured data for basic entity recognition. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

60
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (43) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Feb 28, 2026 · 📋 API
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)60 × 0.25 = 15.0
🤖 AI Readiness / GEO (40% weight)64 × 0.40 = 25.6
⚡ Performance (20% weight)43 × 0.20 = 8.6
🏗️ Architecture & Trust (15% weight)71 × 0.15 = 10.7
Weighted sum = 15.0 + 25.6 + 8.6 + 10.7
Global SEODiff Score = 60 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
0
Structure
avg 36
44
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 8%
Rank #79461
+26 pts
Gap
AI (ACRI)
Top 33%
Score 70/100

plumbs.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 plumbs.com ranks here

Tech stackWordPress
Industryhealthcare
RenderingSSR
Schema coverage2 blocks
Token bloat15.2×

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

60/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

14 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

0 chars
Missing

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://plumbs.com/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-US
  • ✗ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Home | Plumb's
  • ✗ og:description
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 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 healthcare sector, mackayaccountants.com (ACRI: 86) 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 →
plumbs.com
42
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. mackayaccountants.com has schema coverage of 4 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.

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 0/100 — Poor
Structured Elements 0 elements (0 lists, 0 rows, 0 headers)
Total Words1234
Raw Density0.0%
💡Low structure score (0/100). Your content appears as a wall of text with few structured HTML elements. You have 0 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

3/7 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.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

43
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability43/100 — AI models can partially extract answers from this page
Crawl CostMedium (60/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

6%
🗑️ 94%
Useful Content (15.4 KB)Bloat (218.5 KB)
Token Bloat Ratio15.2× — Heavy

Multimodal Readiness

Visual Context0% Optimized for Vision
Image Alt Coverage0 / 48 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 0% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 93.4% · SNR: 0.07 · Signal: 3931 / Noise: 55925 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 plumbs.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 SaaS platform provides a comprehensive database of hazardous veterinary drugs, along with detailed information on potential human risks and
Target Audience
Veterinarians, veterinary technicians, and veterinary staff involved in medication handling and dispensing.
Pricing Model
Subscription-based, with tiered pricing based on features and usage (details not specified).
🔗 Integration Partners
Plumb's
🏆 Competitive Moat
Extensive, continuously updated drug database with detailed risk assessments and client education materials, providing a more robust solution than manual tracking or relying on limited resources.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Drug handout templateHazardous drug list page
⚡ Key Pain Points
• Lack of readily available information on hazardous drugs and human risks
• Difficulty educating clients about medication safety
• Need for a centralized system for tracking hazardous drugs
Analyzed by SEODiff AI · 2026-03-04

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servernginx
CDN
HTTP Status200
Load Time4692 ms
Raw HTML Size233.8 KB
Visible Text Size15.4 KB

Performance & Speed

43/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

4692 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

741
DOM nodes
234 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=170, must-revalidate
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

4
tracker scripts
2
third-party domains
0.0%
token overhead
Moderate trackers — consider lazy-loading non-essential scripts
googletagmanager.comjs.hs-scripts.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

71/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://plumbs.com/sitemap_index.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

46
internal links
18
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-US
  • ✓ 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 42/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for plumbs.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/plumbs.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=plumbs.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 45 pages · Deep-10

Homepage ACRI
42
Single-page score
+19
Subpages outperform homepage
Δ delta
Site-Wide ACRI
61
Avg across 45 pages · Range 29–67
Topical Cohesion
14%
Topical Drift
TF-IDF cosine similarity
Total Words
36557
Avg Bloat
142.1×
RAG Fractures [?]
44
⚠️
44 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 44 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://plumbs.com/blog/handle-with-care-veterinary-drugs-that-pose-a-human-risk/
Handle With Care: Veterinary Drugs That Pose a Human Risk
pricing 67 29.5× 1697 ⚠️ RAG Fracture
https://plumbs.com/pricing
Compare Pricing and Features | Plumb's
pricing 64 35.5× 1403 ⚠️ RAG Fracture
https://plumbs.com/pricing/
Compare Pricing and Features | Plumb's
pricing 64 35.5× 1403 ⚠️ RAG Fracture
https://plumbs.com/blog/how-to-decrease-medication-errors-in-veterinary-practice/
How to Decrease Medication Errors in Veterinary Practice
pricing 64 39.3× 1243 ⚠️ RAG Fracture
https://plumbs.com/blog/plumbs-app-wins-gold-at-the-6th-annual-vetty-awards/
Plumb’s™ App Wins Gold at the 6th Annual VETTY Awards
pricing 64 79.1× 596 ⚠️ RAG Fracture
https://plumbs.com/blog/veterinary-drug-reference-choice/
Picking the Best Veterinary Drug Reference for Your Practice
pricing 64 52.7× 921 ⚠️ RAG Fracture
https://plumbs.com/blog/what-are-veterinary-drug-monographs-and-how-do-i-use-them/
What Are Veterinary Drug Monographs and How Do I Use Them?
pricing 64 61.0× 764 ⚠️ RAG Fracture
https://plumbs.com/blog/the-best-way-to-double-check-drug-interactions-in-animals/
The Best Way to Double-Check Drug Interactions in Animals
pricing 64 66.1× 721 ⚠️ RAG Fracture
https://plumbs.com/blog/new-in-plumbs-redesigned-client-drug-handouts-now-in-spanish/
Introducing New Veterinary Client Drug Handouts (Now in Spanish)
pricing 64 72.9× 662 ⚠️ RAG Fracture
https://plumbs.com/blog/plumbs-drug-handouts-your-secret-to-convenient-pet-owner-education/
Plumb’s Drug Handouts: Your Secret to Easy Pet Owner Education
pricing 64 61.9× 777 ⚠️ RAG Fracture
https://plumbs.com/blog/6-things-veterinary-teams-can-do-with-the-all-new-plumbs/
6 Things You Can Do with the New Plumb's Veterinary Drugs Platform
pricing 64 57.0× 843 ⚠️ RAG Fracture
https://plumbs.com/blog/how-plumbs-veterinary-drugs-saves-you-time-with-notes-and-favorites/
How Plumb’s Veterinary Drugs Saves You Time with Notes and Favorites
pricing 64 68.0× 697 ⚠️ RAG Fracture
https://plumbs.com/blog/how-plumbs-helps-veterinarians-comply-with-buoys-law/
How Plumb's Helps Veterinarians in New York Comply with Buoy's Law
pricing 64 58.3× 836 ⚠️ RAG Fracture
https://plumbs.com/blog/how-plumbs-helps-veterinarians-easily-comply-with-lizzies-law/
How Plumb's Helps Veterinarians Easily Comply with Lizzie’s Law
pricing 64 43.2× 1140 ⚠️ RAG Fracture
https://plumbs.com/blog/plumbs-subscription-features-tools/
How Plumb’s Supports Safer Prescribing & Better Outcomes
pricing 64 72.2× 660 ⚠️ RAG Fracture
https://plumbs.com/blog/an-easier-way-to-share-drug-information-sheets-with-pet-owners/
An Easier Way to Share Drug Information Sheets with Pet Owners
pricing 64 67.7× 699 ⚠️ RAG Fracture
https://plumbs.com/blog/adverse-effects-how-to-keep-veterinary-clients-informed-not-alarmed/
How to Talk to Clients About Veterinary Medication Adverse Effects
pricing 64 53.1× 906 ⚠️ RAG Fracture
https://plumbs.com/blog/plumbs-veterinary-drugs-launches-new-features-and-a-first-of-its-kind-industry-tool/
Plumb's Veterinary Drugs Launches All-New Platform and Features
pricing 64 72.1× 638 ⚠️ RAG Fracture
https://plumbs.com/blog/national-association-of-boards-of-pharmacy-calls-for-pharmacies-to-have-ready-access-to-a-veterinary-drug-reference/
NABP Calls for Pharmacies to Have a Veterinary Drug Reference On Hand
pricing 64 83.5× 552 ⚠️ RAG Fracture
https://plumbs.com/blog/
Blog | Plumb's
pricing 64 37.2× 1569 ⚠️ RAG Fracture
Showing 20 of 45 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
/blog/ 41 62 0% 150.7× High JS Bloat
/pricing/ 2 64 0% 35.5× High JS Bloat
/features/ 1 64 0% 45.2× High JS Bloat
/about/ 1 29 0% 100.0× High JS Bloat
🔄 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/plumbs.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 plumbs.com. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
plumbs.com (this site) 42 70 WordPress 15.2× 2
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📊 Semantic Share of Voice

How often would an AI cite plumbs.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 plumbs.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 6% 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 Plumbs?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Plumbs does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Plumbs work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Plumbs."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
70
Projected Score
78
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