malwarebytes.com 71 B
🛡️ SEO 79 🤖 GEO 67 ⚡ Perf 54 🏗️ Arch 90

malwarebytes.com — Global SEODiff Score 71/100

malwarebytes.com
📊

Among all indexed domains, malwarebytes.com ranks in the top echelon with an ACRI of 85, demonstrating that its content is highly visible to AI systems. In the infrastructure sector, malwarebytes.com outperforms the average (57), suggesting strong competitive positioning in AI search. Content is delivered server-side, meaning bots and AI agents can parse the full page without executing JavaScript. A 50.0× token bloat ratio means crawlers must process significantly more tokens to reach the actual content — a drag on extraction efficiency. The site includes 2 schema blocks, providing adequate structured data for basic entity recognition. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

71
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (54) is your bottleneck.
🎯 Top Fix: Reduce token bloat (64×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 26 snapshots
Feb 22 Mar 18
🔔 Recent AI Indexing Activity
🔄 Mar 15 Content change detected
🔄 Mar 4 Content change detected
Does your site score higher than malwarebytes.com?
Run the same 40-signal audit on your own domain — free, instant results.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)79 × 0.25 = 19.8
🤖 AI Readiness / GEO (40% weight)67 × 0.40 = 26.8
⚡ Performance (20% weight)54 × 0.20 = 10.8
🏗️ Architecture & Trust (15% weight)90 × 0.15 = 13.5
Weighted sum = 19.8 + 26.8 + 10.8 + 13.5
Global SEODiff Score = 71 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
45
Structure
avg 35
84
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.3%
Rank #3162
Aligned
Gap
AI (ACRI)
Top 2%
Score 85/100

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

Why malwarebytes.com ranks here

Tech stackWordPress
RenderingSSR
Schema coverage2 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

79/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

58 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

226 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 16
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — All-in-One Cybersecurity: Antivirus, VPN & Scam Protection
  • ✓ og:description — Malwarebytes official site: all-in-one cybersecurity software for all your devices. We provide antivirus, anti-malware, VPN and scam detection for PCs, Macs and mobile devises. Powerful digital protection, always by your side.
  • ✓ 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

67/100 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 →
malwarebytes.com
62
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 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 45/100 — Fair
Structured Elements 103 elements (103 lists, 0 rows, 0 headers)
Total Words1659
Raw Density6.2%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ✅ Present
Total Schema Blocks2 block(s) — Basic (low value for AI)

Schema Coverage Map

5/7 schema types detected
✅ Organization
✅ Product/Service
✅ Breadcrumb
❌ FAQ
❌ Article
✅ WebSite
💡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 (95/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

1%
🗑️ 99%
Useful Content (14.2 KB)Bloat (895.7 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context82% Optimized for Vision
Image Alt Coverage27 / 33 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 909.9 KB, but only 14.2 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: 98.4% · SNR: 0.02 · Signal: 3640 / Noise: 229292 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 malwarebytes.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
Digital protection including cybersecurity, privacy, and identity theft protection
Target Audience
Individuals, businesses, cybersecurity professionals
Pricing Model
Not explicitly stated, but likely subscription-based given the nature of the product
🏆 Competitive Moat
AI and innovation in cybersecurity solutions
📊 Content Depth
5/10
⚡ Key Pain Points
• No structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-02-27

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servernginx
CDN
HTTP Status200
Load Time526 ms
Raw HTML Size909.9 KB
Visible Text Size14.2 KB

Performance & Speed

54/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

526 ms
Acceptable — room for improvement

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

📦 Page Weight

1348
DOM nodes
910 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=300, must-revalidate
  • ✗ 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

90/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

122
internal links
8
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 62/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for malwarebytes.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/malwarebytes.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=malwarebytes.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 258 pages · Deep-10

Homepage ACRI
62
Single-page score
+2
Consistent readability
Δ delta
Site-Wide ACRI
65
Avg across 258 pages · Range 0–90
Topical Cohesion
19%
Topical Drift
TF-IDF cosine similarity
Total Words
374775
Avg Bloat
116.4×
RAG Fractures [?]
16
⚠️
16 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 16 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.malwarebytes.com/glossary
Glossary | Malwarebytes
pricing 90 3.9× 20132 💰 Pricing
https://www.malwarebytes.com/inapp-tos legal 86 1.6× 2839
https://www.malwarebytes.com/partners/resellers
Malwarebytes Reseller web form | Malwarebytes
pricing 85 6.5× 7825 💰 Pricing
https://www.malwarebytes.com/ransomware
What is Ransomware? | Ransomware protection
pricing 85 9.7× 4024 💰 Pricing
https://www.malwarebytes.com/what-is-vpn
What is VPN | Virtual Private Network Definition | VPN Types
pricing 85 8.7× 4369 💰 Pricing
https://www.malwarebytes.com/malware
What is Malware? Malware Definition, Types and Protection
pricing 85 8.7× 4583 💰 Pricing
https://www.malwarebytes.com/computer-virus
Computer Virus: What are Computer Viruses?
pricing 85 8.5× 4355 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/risks-of-ai-in-cyber-security
Risks of AI & Cybersecurity | Risks of Artificial Intelligence
pricing 85 9.7× 3831 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/digital-footprint
What is digital footprint? How can I erase my digital footprint?
pricing 80 14.9× 2304 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/scareware
What is scareware and how to protect yourself
pricing 80 16.1× 2085 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/internet-fraud
What is internet fraud? Learn to spot and stop scams
pricing 75 15.8× 2121 💰 Pricing
https://www.malwarebytes.com/trojan
Trojan Horse Virus | Trojan Horse Malware | What is a Trojan Virus
pricing 75 13.4× 2615 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/parental-control
Parental Control Guide: keeping your kids safe online
pricing 75 15.7× 2227 💰 Pricing
https://www.malwarebytes.com/backdoor
Backdoor computing attacks – Definition & examples | Malwarebytes
pricing 75 10.4× 3319 💰 Pricing
https://www.malwarebytes.com/adware
Adware - What is Adware and How to Remove Adware
pricing 75 14.3× 2457 💰 Pricing
https://www.malwarebytes.com/gandcrab
GandCrab ransomware - Removal and prevention guide | Malwarebytes
pricing 75 13.2× 2670 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/dark-web
Dark Web | What is the Dark Web? | What does Dark Web look like
pricing 75 12.0× 2854 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/catfishing
What is Catfishing | Catfishing Signs & How to Protect Yourself
pricing 75 16.4× 1983 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/chatgpt-ai-security
What is ChatGPT? ChatGPT Security Risks | AI Chatbots
pricing 75 14.7× 2884 💰 Pricing
https://www.malwarebytes.com/cybersecurity/basics/antivirus
What is antivirus software? Do you still need antivirus in 2025?
pricing 75 13.4× 3449 💰 Pricing
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
/cybersecurity/ 84 70 0% 33.8× High JS Bloat
/solutions/ 30 65 0% 52.0× High JS Bloat
/blog/ 5 62 0% 119.1× High JS Bloat
/partners/ 5 58 0% 145.4× High JS Bloat
/landing-page/ 3 54 0% 106.9× High JS Bloat
/resources/ 3 67 0% 31.9× High JS Bloat
/pricing/ 3 57 0% 616.7× High JS Bloat
/why-us/ 3 64 0% 69.9× High JS Bloat
/company/ 2 59 0% 91.7× High JS Bloat
/share/ 1 34 0% 2535.0× High JS Bloat
/cryptojacking/ 1 75 0% 16.1× High JS Bloat
/ddos/ 1 67 0% 22.0× High JS Bloat
/wannacry/ 1 67 0% 25.9× High JS Bloat
/jobs-dei/ 1 54 0% 131.2× High JS Bloat
/faq/ 1 44 0% 400.2× 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/malwarebytes.com

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

🔗 Similar infrastructure Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
malwarebytes.com (this site) 62 85 WordPress 64.0× 2
profitserver.ru 86 90 WordPress 3.8× 2 Compare →
profitserver.net 86 90 WordPress 3.8× 2 Compare →
driphydration.com 86 95 WordPress 1.9× 2 Compare →
hi-ad.jp 86 90 WordPress 3.1× 5 Compare →
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📊 Semantic Share of Voice

How often would an AI cite malwarebytes.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…

🎭

Bait & Switch Delta

A 11 PAGES

Compares your homepage rendering quality with inner pages. A high drift score means AI crawlers see a polished homepage but degraded inner content — the "bait & switch" that erodes trust.

54
Homepage ACRI
56
Inner Avg ACRI
-2
ACRI Delta
40%
Homepage Ghost
37%
Inner Avg Ghost
0
Drift Score [?]
Worst Inner Pages
64 40% pricing https://malwarebytes.com/about
54 40% pricing https://malwarebytes.com/products
64 40% pricing https://malwarebytes.com/blog
🛡️

E-E-A-T Trust Signals

C 55/100

Trust indicators extracted from surface pages. These signals help AI systems verify your site's Experience, Expertise, Authoritativeness, and Trustworthiness.

Physical Address
Phone Number
Email Contact
About Page
Contact Page
Privacy Policy
Terms of Service
Named Leadership
Address: 2445 Augustine Drive, Suite 550, Santa Clara, CA, USA, 95054 St
🔗

Citation Profile

26 DOMAINS

Outbound citation patterns across surface-crawled pages. Sites that cite diverse, authoritative sources signal higher E-E-A-T to AI systems.

124
Total Links
26
Unique Domains
11.3
Avg/Page
21%
Diversity
threatdown.com support.threatdown.com x.com youtube.com linkedin.com facebook.com forums.malwarebytes.com my.malwarebytes.com apps.apple.com instagram.com
🏘️ Outbound Neighborhood Trust Avg Trust: 47.9

AI trust scores for the domains malwarebytes.com links to. Citing high-trust sources lifts your own credibility signal.

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to malwarebytes.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 1% 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 Malwarebytes?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Malwarebytes does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Malwarebytes work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Malwarebytes."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
85
Projected Score
93
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
🔍 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 →