ngrok.com 70 B
🛡️ SEO 66 🤖 GEO 69 ⚡ Perf 59 🏗️ Arch 97

ngrok.com — Global SEODiff Score 70/100

ngrok.com
📊

ngrok.com achieves a 70/100 on the AI-Crawler Reality Index, reflecting above-average readiness for AI-driven discovery. Within the developer vertical, this places ngrok.com above the industry average of 57 —, suggesting strong competitive positioning in AI search. The rendering approach is hybrid, with a moderate ghost ratio of 15% — most content is accessible without JS, though some elements are client-rendered. The 10.3× token bloat ratio falls within the normal range, though there is room to trim navigation, footer, and script overhead. Only 1 schema block is present — adding Organization, WebSite, and Breadcrumb schemas would significantly improve structured data coverage. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

70
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (59) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 20, 2026 · 📋 API
📈 ACRI Trend 11 snapshots
Feb 28 Mar 16
🔔 Recent AI Indexing Activity
📈 Mar 13 ACRI +1 (49→50)
🔄 Mar 13 Content change detected
📉 Mar 11 ACRI -2 (51→49)
📈 Mar 10 ACRI +4 (47→51)
📈 Mar 9 ACRI +1 (46→47)
Does your site score higher than ngrok.com?
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)66 × 0.25 = 16.5
🤖 AI Readiness / GEO (40% weight)69 × 0.40 = 27.6
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)97 × 0.15 = 14.5
Weighted sum = 16.5 + 27.6 + 11.8 + 14.5
Global SEODiff Score = 70 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
94
Rendering
avg 93
24
Structure
avg 35
42
Schema
avg 9
55
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.7%
Rank #6851
+33 pts
Gap
AI (ACRI)
Top 33%
Score 70/100

ngrok.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 ngrok.com ranks here

Tech stackExpress
Industrydeveloper
RenderingHybrid
Schema coverage1 blocks
Token bloat10.3×

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

66/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

50 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

161 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 8
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://ngrok.com/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-US
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — ngrok: AI & API Gateway | Secure Tunnels & Traffic
  • ✓ og:description — ngrok is an AI and API gateway that securely routes, transforms, and observes traffic to services running anywhere—powering APIs, AI agents, and LLM workloads.
  • ✓ 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

69/100 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 developer sector, hikkoshizamurai.jp (ACRI: 88) 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 →
ngrok.com
50
Your ACRI Score
88
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. hikkoshizamurai.jp has schema coverage of 5 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 15%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 24/100 — Low
Structured Elements 41 elements (41 lists, 0 rows, 0 headers)
Total Words2341
Raw Density1.8%
💡Low structure score (24/100). Your content appears as a wall of text with few structured HTML elements. You have 41 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

2/7 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.

📐 AI Efficiency Metrics Docs

51
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability51/100 — 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

9%
🗑️ 91%
Useful Content (17.8 KB)Bloat (164.8 KB)
Token Bloat Ratio10.3× — Normal

Multimodal Readiness

Visual Context86% Optimized for Vision
Image Alt Coverage57 / 66 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 90.3% · SNR: 0.11 · Signal: 4557 / Noise: 42182 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 ngrok.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 CRUD application builder, enabling users to create web applications with Node.js backends, MongoDB databases,
Target Audience
Developers, web developers, small business owners, and anyone looking to quickly build and deploy CRUD applications with a focus on data management.
Pricing Model
⚠ SEMANTIC VOID
🔗 Integration Partners
MongoDBExpressMongooseReactNode.jsngrok
🏆 Competitive Moat
The platform’s ease of use and integrated workflow (Node.js backend, MongoDB database, React frontend) combined with the use of Mongoose for database interaction and ngrok for local testing provides a streamlined and efficient development experience, reducing the complexity of building full-stack applications.
📊 Content Depth
6/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-02-28

🔧 Tech Stack

FrameworkExpress
AI-Readiness Score55/100
Server
CDN
HTTP Status200
Load Time631 ms
Raw HTML Size182.6 KB
Visible Text Size17.8 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

631 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1136
DOM nodes
183 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public, max-age=0, 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

97/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

45
internal links
2
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 50/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for ngrok.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/ngrok.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=ngrok.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 959 pages · Deep-10

Homepage ACRI
50
Single-page score
+3
Consistent readability
Δ delta
Site-Wide ACRI
54
Avg across 959 pages · Range 0–85
Topical Cohesion
17%
Topical Drift
TF-IDF cosine similarity
Total Words
954879
Avg Bloat
193.2×
RAG Fractures [?]
956
⚠️
956 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 956 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://ngrok.com/blog/tutorial-jwt-api-gateway
Secure your API with JWTs and ngrok’s API Gateway | ngrok blog
pricing 85 8.1× 2761 ⚠️ RAG Fracture
https://ngrok.com/blog/ngrok-kubernetes-ingress
The ultimate guide to effortless Kubernetes ingress with ngrok | ngrok blog
pricing 85 8.7× 2740 ⚠️ RAG Fracture
https://ngrok.com/blog/bmo-self-improving-coding-agent
Lessons from my overly-introspective, self-improving coding agent | ngrok blog
pricing 85 6.9× 3911 ⚠️ RAG Fracture
https://ngrok.com/blog/unlock-remote-ai-power-with-ngrok-a-game-changer-for-developers
Fast and secure ingress to remote AIs with ngrok, Deepseek, and Ollama | ngrok blog
pricing 85 9.2× 2366 ⚠️ RAG Fracture
https://ngrok.com/blog/ngrok-waf-owasp-crs-coraza
How we built ngrok's WAF with OWASP CRS and Coraza | ngrok blog
pricing 85 9.2× 2592 ⚠️ RAG Fracture
https://ngrok.com/blog/get-webhooks-secure-it-depends-a-field-guide-to-webhook-security
Webhook Security in the Real World | ngrok blog
pricing 85 8.0× 4397 ⚠️ RAG Fracture
https://ngrok.com/blog/prompt-caching
Prompt caching: 10x cheaper LLM tokens, but how? | ngrok blog
pricing 85 9.7× 5998 ⚠️ RAG Fracture
https://ngrok.com/blog/how-we-built-ngroks-data-platform
How we built ngrok's data platform | ngrok blog
pricing 85 6.7× 4525 ⚠️ RAG Fracture
https://ngrok.com/blog/nuanced-rate-limiting-tns
How nuanced rate limiting transforms your API and business | ngrok blog
pricing 85 8.5× 1999 ⚠️ RAG Fracture
https://ngrok.com/blog/not-just-testing-anymore
ngrok in production: Not just for testing anymore | ngrok blog
pricing 85 9.8× 1545 ⚠️ RAG Fracture
https://ngrok.com/blog/engineering-traffic-policy
How we built the Traffic Policy module and its actions | ngrok blog
pricing 85 8.6× 2774 ⚠️ RAG Fracture
https://ngrok.com/blog/self-hosting-with-and-without-ngrok
Self-hosting with and without ngrok | ngrok blog
pricing 85 8.1× 5113 ⚠️ RAG Fracture
https://ngrok.com/blog/next-js-kubernetes-rancher
Build an API in Next.js and deploy with Rancher | ngrok blog
pricing 85 9.4× 2821 ⚠️ RAG Fracture
https://ngrok.com/blog/nginx-ngrok-dogfooding
From nginx to ngrok: Dogfooding our own website with Traffic Policy | ngrok blog
pricing 85 8.2× 2856 ⚠️ RAG Fracture
https://ngrok.com/blog/ai-agent-trust-vijil-ngrok-2025
How Vijil built a trust layer for my first AI agent | ngrok blog
pricing 85 9.4× 1797 ⚠️ RAG Fracture
https://ngrok.com/blog/apiops-and-api-gateway
APIOps and an API gateway: Get your development groove back | ngrok blog
pricing 85 9.5× 1754 ⚠️ RAG Fracture
https://ngrok.com/blog/nodejs-crud-app-tutorial
Build a CRUD app with Node.js | ngrok blog
pricing 85 9.3× 3107 ⚠️ RAG Fracture
https://ngrok.com/blog/gateways-homelabs-side-projects
Five ways ngrokkers 'doglab' gateways for homelabs and side projects | ngrok blog
pricing 85 7.7× 3150 ⚠️ RAG Fracture
https://ngrok.com/blog/developer-defined-golden-path-kubernetes-gateway-api
Build your developer-defined "golden path" with the Kubernetes Gateway API and ngrok | ngrok blog
pricing 85 9.9× 1657 ⚠️ RAG Fracture
https://ngrok.com/blog/kubernetes-ingress-hashicorp-consul
Kubernetes Ingress with ngrok and HashiCorp Consul | ngrok blog
pricing 75 14.7× 886 ⚠️ 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
/docs/ 260 52 1% 187.0× Bot Blocked
/blog/ 235 70 0% 20.1× High JS Bloat
/use-cases/ 2 64 0% 31.2× High JS Bloat
/abuse/ 1 62 0% 19.9× High JS Bloat
/pricing/ 1 56 0% 30.4× High JS Bloat
/features/ 1 56 0% 30.4× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 959 pages
dashboard.ngrok.com ×956
trust.ngrok.com ×955
github.com ×955
linkedin.com ×954
ngrok.ai ×954
status.ngrok.com ×954
youtube.com ×954
x.com ×954
🔄 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/ngrok.com

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

🔗 Similar developer Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
ngrok.com (this site) 50 70 Express 10.3× 1
squaredranken.com 75 86 Express 6.4× 2 Compare →
w3cschool.cn 75 80 Express 3.9× 0 Compare →
katieloxton.com 75 85 Express 5.9× 4 Compare →
averest.org 75 80 Express 1.8× 0 Compare →
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📊 Semantic Share of Voice

How often would an AI cite ngrok.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 ngrok.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 9% 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 Ngrok?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Ngrok does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Ngrok work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Ngrok."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for ngrok.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
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
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