rabble.ca 70 B
🛡️ SEO 75 🤖 GEO 67 ⚡ Perf 59 🏗️ Arch 85

rabble.ca — Global SEODiff Score 70/100

rabble.ca
📊

At 84/100, the ACRI for rabble.ca indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. Compared to other infrastructure sites (avg score: 57), rabble.ca performs above the benchmark, suggesting strong competitive positioning in AI search. Server-side rendering keeps the ghost ratio near zero, giving AI systems direct access to all visible content. The bloated 22.5× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. 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: Reduce token bloat (22×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 19, 2026 · 📋 API
Does your site score higher than rabble.ca?
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)75 × 0.25 = 18.8
🤖 AI Readiness / GEO (40% weight)67 × 0.40 = 26.8
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)85 × 0.15 = 12.8
Weighted sum = 18.8 + 26.8 + 11.8 + 12.8
Global SEODiff Score = 70 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
70
Structure
avg 35
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 9%
Rank #88683
-6 pts
Gap
AI (ACRI)
Top 2%
Score 84/100

rabble.ca is more visible to Google than to AI models. There's room to improve AI discoverability to match your search reputation. ACRI measures technical crawler readiness. Read the methodology →

Why rabble.ca ranks here

Tech stackWordPress
RenderingSSR
Schema coverage1 blocks
Token bloat22.5×

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

75/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

64 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

101 chars
Too short

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://rabble.ca/
  • ✓ 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 — Home
  • ✓ og:description — Canada's trusted national source of daily news and analysis from the grassroots and social movements.
  • ✓ 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 →
rabble.ca
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 70/100 — Good
Structured Elements 88 elements (88 lists, 0 rows, 0 headers)
Total Words595
Raw Density14.8%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 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

61
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability61/100 — AI models can partially extract answers from this page
Crawl CostMedium (40/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

4%
🗑️ 96%
Useful Content (8.4 KB)Bloat (180.6 KB)
Token Bloat Ratio22.5× — Heavy

Multimodal Readiness

Visual Context72% Optimized for Vision
Image Alt Coverage13 / 18 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 189.0 KB, but only 8.4 KB is text. 4% useful / 96% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (22.5×) 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: 95.6% · SNR: 0.05 · Signal: 2150 / Noise: 46242 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 rabble.ca 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
rabble.ca provides free, progressive news and analysis on national politics and social movements, driven by a community of journalists and activists.
Target Audience
Journalists, activists, progressive readers, Canadian citizens interested in social and political issues.
Pricing Model
Free news access; donation-based model with options for monthly and one-time contributions.
🏆 Competitive Moat
Independent, community-driven media focused on progressive journalism and social movements.
📊 Content Depth
6/10
Analyzed by SEODiff AI · 2026-03-06

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time572 ms
Raw HTML Size189.0 KB
Visible Text Size8.4 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

572 ms
Acceptable — room for improvement

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

📦 Page Weight

931
DOM nodes
189 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 Tracker Tax

2
tracker scripts
2
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
doubleclick.netgoogletagmanager.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

85/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

161
internal links
20
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 62/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for rabble.ca
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/rabble.ca" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=rabble.ca" 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
62
Single-page score
-8
Moderate hidden bloat
Δ delta
Site-Wide ACRI
54
Avg across 49 pages · Range 0–72
Topical Cohesion
12%
Topical Drift
TF-IDF cosine similarity
Total Words
50733
Avg Bloat
31.6×
Page Type ACRI Token Bloat Words Status
https://rabble.ca/political-action/beyond-the-blame-game-cubans-need-canadian-help/
Beyond the blame game, Cubans need Canadian help - rabble.ca
pricing 72 16.9× 2284 💰 Pricing
https://rabble.ca/political-action/murray-dobbin-was-inimitable-force-canadian-left/
Murray Dobbin was inimitable force on Canadian left - rabble.ca
pricing 72 17.7× 2172 💰 Pricing
https://rabble.ca/environment/ready-or-not-here-come-electric-vehicles/
Ready or not, here come the electric vehicles - rabble.ca
pricing 67 26.5× 1406 💰 Pricing
https://rabble.ca/politics/canadian-politics/how-new-parliament-can-enact-ambitious-progressive-agenda/
How the new Parliament can enact an ambitious progressive agenda - rabble.ca
other 67 20.8× 1824
https://rabble.ca/environment/we-dont-need-wait-electric-vehicles-hemp-here/
We don't need to wait for electric vehicles. Hemp is here! - rabble.ca
pricing 67 23.2× 1615 💰 Pricing
https://rabble.ca/politics/what-we-are-saying-when-we-say-zionist/
What we are saying when we say 'Zionist' - rabble.ca
other 67 23.1× 1623
https://rabble.ca/politics/canadian-politics/david-moscrop-political-engagement-and-potential-coalition-governments/
David Moscrop on political engagement and the potential of coalition governments - rabble.ca
other 67 21.5× 1749
https://rabble.ca/politics/canadian-politics/jason-kenney-shuffles-out-health-minister-and-says-he-wont-quit/
Jason Kenney shuffles out health minister and says he won't quit - rabble.ca
pricing 67 27.9× 1347 💰 Pricing
https://rabble.ca/economy/canada-nation-renters/
Canada: a nation of renters? - rabble.ca
other 67 23.6× 1573
https://rabble.ca/anti-racism/time-turn-golf-courses-agri-hoods/
Time to turn golf courses into 'agri-hoods' - rabble.ca
pricing 67 29.7× 1249 💰 Pricing
https://rabble.ca/economy/amazon-workers-alberta-facing-against-union-busting-giant/
Amazon workers in Alberta facing off against union-busting giant - rabble.ca
other 67 21.5× 1761
https://rabble.ca/politics/canadian-politics/jason-kenney-proves-alberta-provincial-leaders-can-still/
Jason Kenney proves that Alberta provincial leaders can still influence federal election campaigns - rabble.ca
other 67 28.1× 1348
https://rabble.ca/politics/canadian-politics/preston-manning-seems-anticipate-another-liberal-government/
Preston Manning seems to anticipate another Liberal government - rabble.ca
other 67 25.5× 1478
https://rabble.ca/labour/canadas-health-care-crisis-worse-after-unnecessary-election-union-president/
Canada's health-care crisis worse after 'unnecessary' election: union president - rabble.ca
pricing 67 27.2× 1380 💰 Pricing
https://rabble.ca/education/teachers-overwhelmingly-reject-albertas-draft-k-6-curriculum/
Teachers overwhelmingly reject Alberta's draft K-6 curriculum - rabble.ca
other 67 29.4× 1282
https://rabble.ca/indigenous/federal-court-rules-government-must-pay-victims-first-nations-child-and-family-welfare/
Federal court rules government must pay victims of First Nations child and family welfare system - rabble.ca
other 67 21.8× 1758
https://rabble.ca/politics/canadian-politics/jason-kenneys-latest-rambling-uninformative-news-conference/
Jason Kenney's latest rambling, uninformative news conference - rabble.ca
pricing 64 30.5× 1239 💰 Pricing
https://rabble.ca/indigenous/how-three-indigenous-mps-are-marking-national-day-truth-and-reconciliation/
How three Indigenous MPs are marking the National Day for Truth and Reconciliation - rabble.ca
pricing 64 31.0× 1194 💰 Pricing
https://rabble.ca/politics/canadian-politics/greens-still-have-strong-assets-despite-loss-annamie-paul/
Greens still have strong assets despite loss of Annamie Paul - rabble.ca
other 64 33.5× 1103
https://rabble.ca/politics/canadian-politics/imminent-warplane-decision-could-signal-political-turbulence/
Imminent warplane decision could signal political turbulence - rabble.ca
pricing 64 39.7× 919 💰 Pricing
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
/politics/ 17 65 0% 31.1× High JS Bloat
/environment/ 5 65 0% 30.6× High JS Bloat
/indigenous/ 5 65 0% 33.5× High JS Bloat
/political-action/ 3 69 0% 24.9× High JS Bloat
/anti-racism/ 3 65 0% 32.9× High JS Bloat
/economy/ 2 67 0% 22.6× High JS Bloat
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/human-rights/ 1 64 0% 33.1× High JS Bloat
/general/ 1 64 0% 40.3× High JS Bloat
/features/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 44 0% 272.6× High JS Bloat
/education/ 1 67 0% 29.4× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
/blog/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 49 pages
sgnews.ca ×41
instagram.com ×41
addtoany.com ×41
twitter.com ×41
babble.archives.rabble.ca ×41
linkedin.com ×41
open.spotify.com ×41
youtube.com ×41
🔄 Re-Crawl & Update 📡 Track this Domain

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🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/rabble.ca

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

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📊 Semantic Share of Voice

How often would an AI cite rabble.ca 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 rabble.ca. 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 4% 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 Rabble?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Rabble does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Rabble work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Rabble."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for rabble.ca:

Current Score
84
Projected Score
92
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
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