particle.io 66 C
🛡️ SEO 56 🤖 GEO 72 ⚡ Perf 47 🏗️ Arch 92

particle.io — Global SEODiff Score 66/100

particle.io
📊

With a solid 79/100 ACRI, particle.io is well-positioned for AI search — better than 91% of sites in the Radar. In the developer sector, particle.io outperforms the average (57), suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. A 14.3× bloat ratio is typical for sites in this tech tier — not wasteful, but streamlining could further boost extractability. Only 1 schema block is present — adding Organization, WebSite, and Breadcrumb schemas would significantly improve structured data coverage. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

66
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (47) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 2 snapshots
Mar 10 Mar 21
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than particle.io?
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)56 × 0.25 = 14.0
🤖 AI Readiness / GEO (40% weight)72 × 0.40 = 28.8
⚡ Performance (20% weight)47 × 0.20 = 9.4
🏗️ Architecture & Trust (15% weight)92 × 0.15 = 13.8
Weighted sum = 14.0 + 28.8 + 9.4 + 13.8
Global SEODiff Score = 66 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
50
Structure
avg 35
42
Schema
avg 9
75
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 5%
Rank #48639
Aligned
Gap
AI (ACRI)
Top 9%
Score 79/100

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

Why particle.io ranks here

Tech stackGatsby
Industrydeveloper
RenderingSSR
Schema coverage1 blocks
Token bloat14.3×

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

56/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

50 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

108 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 7
  • ✓ Has <h2> headings — found 13
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — An Integrated IoT Platform-as-a-Service | Particle
  • ✓ og:description — Particle helps the world's most innovative companies power their connected machines, vehicles, and products.
  • ✓ 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

72/100 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 →
particle.io
56
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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 50/100 — Fair
Structured Elements 187 elements (187 lists, 0 rows, 0 headers)
Total Words2507
Raw Density7.5%

🏷️ 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

57
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability57/100 — AI models can partially extract answers from this page
Crawl CostHigh (70/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

6%
🗑️ 94%
Useful Content (35.4 KB)Bloat (469.2 KB)
Token Bloat Ratio14.3× — Normal

Multimodal Readiness

Visual Context53% Optimized for Vision
Image Alt Coverage32 / 60 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: 93.0% · SNR: 0.08 · Signal: 9055 / Noise: 120121 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 particle.io 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
Particle’s Asset OTA enables systemwide software updates for IoT devices beyond the Particle module, extending software updates to connected components
Target Audience
IoT device developers, embedded systems engineers, product managers, and companies deploying connected devices across various industries.
Pricing Model
Asset OTA is included as part of Particle’s platform, with no additional cost for cellular data or usage fees.
🔗 Integration Partners
DockerKubernetes
🏆 Competitive Moat
Particle’s Asset OTA provides a robust and reliable systemwide update solution, comparable to Tesla’s approach, offering a significant advantage over traditional single-device updates.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Blog post templateFAQ schema template
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
• Security concerns with wireless reprogramming
• Reliability issues with OTA updates
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

FrameworkGatsby
AI-Readiness Score75/100
ServerNetlify
CDNnetlify
HTTP Status200
Load Time562 ms
Raw HTML Size504.6 KB
Visible Text Size35.4 KB

Performance & Speed

47/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

562 ms
Acceptable — room for improvement

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

📦 Page Weight

2117
DOM nodes
505 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → public,max-age=0,must-revalidate
  • ✗ CDN cache status
  • ✓ CDN detected → netlify

🔬 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

92/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.particle.io/sitemap-0.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

153
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
  • ✓ 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 56/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for particle.io
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/particle.io" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=particle.io" 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 76 pages · Deep-10

Homepage ACRI
56
Single-page score
+6
Consistent readability
Δ delta
Site-Wide ACRI
62
Avg across 76 pages · Range 0–75
Topical Cohesion
16%
Topical Drift
TF-IDF cosine similarity
Total Words
104264
Avg Bloat
41.0×
RAG Fractures [?]
70
⚠️
70 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 70 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.particle.io/blog/how-to-build-a-smart-pill-dispenser-with-particle/
How to build a smart pill dispenser with Particle – Particle Blog
pricing 75 15.3× 3096 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-smart-ugly-sweater-for-introverts-with-particle/
How to build a smart ugly sweater for introverts with Particle – Particle Blog
pricing 75 18.0× 2398 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-detect-falls-with-particle/
How to detect falls with Particle – Particle Blog
pricing 75 10.4× 4986 ⚠️ RAG Fracture
https://www.particle.io/blog/building-an-iot-device/
Building an IoT device in 2024: 10 things to know before you get started – Particle Blog
pricing 75 18.8× 2348 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-real-time-elephant-tracking-and-geofencing-system-with-particle/
How to build a real-time elephant tracking and geofencing system with Particle – Particle Blog
pricing 75 18.8× 2412 ⚠️ RAG Fracture
https://www.particle.io/blog/connect-anywhere-introducing-the-m-series/
Connect anywhere: Introducing the M-Series – Particle Blog
pricing 75 16.9× 2674 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-gesture-based-window-shade-remote-with-particle-and-edge-impulse/
How to build a gesture-based window shade remote with Particle and Edge Impulse – Particle Blog
pricing 75 10.3× 4561 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-shrimp-monitoring-buoy/
How to build a shrimp monitoring buoy – Particle Blog
pricing 75 15.3× 3288 ⚠️ RAG Fracture
https://www.particle.io/blog/predictive-maintenance-photon-2/
How to predict maintenance by detecting anomalies with Particle and Edge Impulse – Particle Blog
pricing 75 14.8× 3222 ⚠️ RAG Fracture
https://www.particle.io/blog/introducing-asset-ota-for-systemwide-software-updates/
Introducing Asset OTA for systemwide software updates – Particle Blog
pricing 75 17.7× 2481 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-parking-management-system-with-the-particle-m-som/
How to build a parking management system with the Particle M-SoM – Particle Blog
pricing 75 15.5× 3009 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-smart-advent-calendar-with-photon-2/
How to build a smart advent calendar with Photon 2 – Particle Blog
pricing 72 19.4× 2199 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-fleet-tracking-and-compliance-reporting-system-with-particle/
How to build a fleet tracking and compliance reporting system with a Particle Boron – Particle Blog
pricing 72 17.5× 2719 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-an-ice-curing-rover-with-particle/
How to build an ice curing rover with Particle – Particle Blog
pricing 72 19.5× 2324 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-detect-running-faucets-with-ai-and-particle/
How to detect running faucets with AI and Particle – Particle Blog
pricing 70 20.0× 2389 ⚠️ RAG Fracture
https://www.particle.io/blog/how-to-build-a-traffic-monitoring-clock-with-particle-logic/
How to build a traffic-monitoring clock with Particle Logic – Particle Blog
pricing 70 22.0× 2051 ⚠️ RAG Fracture
https://particle.io/pricing
Pricing | Particle
pricing 67 54.0× 1024 ⚠️ RAG Fracture
https://www.particle.io/pricing/
Pricing | Particle
pricing 67 54.0× 1024 ⚠️ RAG Fracture
https://www.particle.io/blog/navigating-potential-tariffs-how-particle-is-leading-the-way/
Navigating potential tariffs: How Particle is leading the way – Particle Blog
pricing 67 56.7× 714 ⚠️ RAG Fracture
https://www.particle.io/blog/an-unforgettable-spectra-more-photon-2s-coming-soon/
An unforgettable Spectra + more Photon 2’s coming soon! – Particle Blog
pricing 67 56.5× 717 ⚠️ RAG Fracture
Showing 20 of 76 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/ 67 68 0% 41.5× High JS Bloat
/pricing/ 2 67 0% 54.0× High JS Bloat
/features/ 1 54 0% 222.7× High JS Bloat
/faq/ 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
/about/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 76 pages
store.particle.io ×70
console.particle.io ×70
docs.particle.io ×70
blueprints.particle.io ×70
status.particle.io ×70
github.com ×70
setup.particle.io ×70
support.particle.io ×70
🔄 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/particle.io

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

🔗 Similar developer Sites

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
particle.io (this site) 56 79 Gatsby 14.3× 1
nationalsalonsupplies.com.au 80 90 WordPress 17.1× 3 Compare →
coveti.com 80 88 WordPress 9.6× 2 Compare →
aronia-charlottenburg.ro 80 90 WordPress 7.6× 1 Compare →
leftonfriday.com 81 89 Shopify 8.1× 3 Compare →
hazelblues.com 80 89 Shopify 7.3× 3 Compare →
Compare All 5 Similar Sites →

📊 Semantic Share of Voice

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

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for particle.io:

Current Score
79
Projected Score
91
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).

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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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